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MERINA+: Improving Generalization for Neural Video Adaptation via Information-Theoretic Meta-Reinforcement Learning
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Nuowen Kan
,
Chenglin Li
,
Yuankun Jiang
,
Wenrui Dai
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Junni Zou
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Hongkai Xiong
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Laura Toni
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Impact of Connectivity on Laplacian Representations in Reinforcement Learning
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Tommaso Giorgi
,
Pierriccardo Olivieri
,
Keyue Jiang
,
Laura Toni
,
Matteo Papini
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GT-MilliNoise: Graph transformer for point-wise denoising of indoor millimetre-wave point clouds
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Walter Brescia
,
Pedro Gomes
,
Laura Toni
,
Saverio Mascolo
,
Luca De Cicco
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Graph Transformers and Stabilized Reinforcement Learning for Large-Scale Dynamic Routing Modulation and Spectrum Allocation in Elastic Optical Networks
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Michael Doherty
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Alejandra Beghelli
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Laura Toni
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The impact of intrinsic rewards on exploration in Reinforcement Learning
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Aya Kayal
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Eduardo Pignatelli
,
Laura Toni
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The impact of intrinsic rewards on exploration in Reinforcement Learning
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Aya Kayal
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Eduardo Pignatelli
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Laura Toni
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Reinforcement Learning Using known Invariances
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Alexandru Cioba
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Aya Kayal
,
Laura Toni
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Sattar Vakili
,
Alberto Bernacchia
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Near-Optimal Sample Complexity in Reward-Free Kernel-Based Reinforcement Learning
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Aya Kayal
,
Sattar Vakili
,
Laura Toni
,
Alberto Bernacchia
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Near-Optimal Sample Complexity in Reward-Free Kernel-based Reinforcement Learning
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Aya Kayal
,
Sattar Vakili
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Laura Toni
,
Alberto Bernacchia
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NAVIX: Scaling MiniGrid Environments with JAX
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Eduardo Pignatelli
,
Jarek Liesen
,
Robert T. Lange
,
Chris Lu
,
Pablo Samuel Castro
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Laura Toni
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LGDC: Latent Graph Diffusion via Spectrum-Preserving Coarsening
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Nagham Osman
,
Keyue Jiang
,
Davide Buffelli
,
Xiaowen Dong
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Laura Toni
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Heterogeneous Graph Structure Learning through the Lens of Data-generating Processes
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Keyue Jiang
,
Bohan Tang
,
Xiaowen Dong
,
Laura Toni
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Heterogeneous Graph Structure Learning through the Lens of Data-generating Processes
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Keyue Jiang
,
Bohan Tang
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Xiaowen Dong
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Laura Toni
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From In Silico to In Vitro: Evaluating Molecule Generative Models for Hit Generation
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Nagham Osman
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Vittorio Lembo
,
Giovanni Bottegoni
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Laura Toni
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Effects of Random Edge-Dropping on Over-Squashing in Graph Neural Networks
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Jasraj Singh
,
Keyue Jiang
,
Brooks Paige
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Laura Toni
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Effects of Dropout on Performance in Long-range Graph Learning Tasks
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Jasraj Singh
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Keyue Jiang
,
Brooks Paige
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Laura Toni
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Bures-Wasserstein Flow Matching for Graph Generation
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Keyue Jiang
,
Jiahao Cui
,
Xiaowen Dong
,
Laura Toni
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Bayesian Optimization from Human Feedback: Near-Optimal Regret Bounds
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Aya Kayal
,
Sattar Vakili
,
Laura Toni
,
Da-shan Shiu
,
Alberto Bernacchia
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Bayesian Optimization from Human Feedback: Near-Optimal Regret Bounds
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Aya Kayal
,
Sattar Vakili
,
Laura Toni
,
Da-shan Shiu
,
Alberto Bernacchia
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A Clustering Approach to Unveil User Similarities in 6 df Extended Reality Applications
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Silvia Rossi
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Irene Viola
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Laura Toni
,
Pablo César
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NAVIX: Scaling MiniGrid Environments with JAX
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Eduardo Pignatelli
,
Jarek Liesen
,
Robert Tjarko Lange
,
Chris Lu
,
Pablo Samuel Castro
,
Laura Toni
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MilliNoise: a Millimeter-wave Radar Sparse Point Cloud Dataset in Indoor Scenarios
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Walter Brescia
,
Pedro Gomes
,
Laura Toni
,
Saverio Mascolo
,
Luca De Cicco
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Learning Algorithm Generalization Error Bounds via Auxiliary Distributions
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Gholamali Aminian
,
Mohammad Saeed Masiha
,
Laura Toni
,
Miguel R. D. Rodrigues
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Information-Theoretic Characterizations of Generalization Error for the Gibbs Algorithm
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Gholamali Aminian
,
Yuheng Bu
,
Laura Toni
,
Miguel R. D. Rodrigues
,
Gregory W. Wornell
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Assessing the Zero-Shot Capabilities of LLMs for Action Evaluation in RL
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Eduardo Pignatelli
,
Johan Ferret
,
Tim Rocktäschel
,
Edward Grefenstette
,
Davide Paglieri
,
Samuel Coward
,
Laura Toni
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AGAR - Attention Graph-RNN for Adaptative Motion Prediction of Point Clouds of Deformable Objects
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Pedro Gomes
,
Silvia Rossi
,
Laura Toni
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A Survey of Temporal Credit Assignment in Deep Reinforcement Learning
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Eduardo Pignatelli
,
Johan Ferret
,
Matthieu Geist
,
Thomas Mesnard
,
Hado van Hasselt
,
Laura Toni
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Online Network Source Optimization with Graph-Kernel MAB
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Laura Toni
,
Pascal Frossard
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Online Network Source Optimization with Graph-Kernel MAB
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Laura Toni
,
Pascal Frossard
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MiDi: Mixed Graph and 3D Denoising Diffusion for Molecule Generation
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Clément Vignac
,
Nagham Osman
,
Laura Toni
,
Pascal Frossard
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MiDi: Mixed Graph and 3D Denoising Diffusion for Molecule Generation
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Clément Vignac
,
Nagham Osman
,
Laura Toni
,
Pascal Frossard
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Image embedding and user multi-preference modeling for data collection sampling
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Anju Jose Tom
,
Laura Toni
,
Thomas Maugey
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Extending 3-DoF Metrics to Model User Behaviour Similarity in 6-DoF Immersive Applications
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Silvia Rossi
,
Irene Viola
,
Laura Toni
,
Pablo César
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Correlation between Entropy and Prediction Error in VR Head Motion Trajectories
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Silvia Rossi
,
Laura Toni
,
Pablo César
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Bootstrapped Personalized Popularity for Cold Start Recommender Systems
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Iason Chaimalas
,
Duncan Martin Walker
,
Edoardo Gruppi
,
Benjamin Richard Clark
,
Laura Toni
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AGAR: Attention Graph-RNN for Adaptative Motion Prediction of Point Clouds of Deformable Objects
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Pedro Gomes
,
Silvia Rossi
,
Laura Toni
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A Survey of Temporal Credit Assignment in Deep Reinforcement Learning
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Eduardo Pignatelli
,
Johan Ferret
,
Matthieu Geist
,
Thomas Mesnard
,
Hado van Hasselt
,
Laura Toni
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Semi-Counterfactual Risk Minimization Via Neural Networks
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Gholamali Aminian
,
Roberto Vega
,
Omar Rivasplata
,
Laura Toni
,
Miguel R. D. Rodrigues
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MM '22: The 30th ACM International Conference on Multimedia, Lisboa, Portugal, October 10 - 14, 2022
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João Magalhães
,
Alberto Del Bimbo
,
Shin'ichi Satoh
,
Nicu Sebe
,
Xavier Alameda-Pineda
,
Qin Jin
,
Vincent Oria
,
Laura Toni
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Machine Learning for Multimedia Communications
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Nikolaos Thomos
,
Thomas Maugey
,
Laura Toni
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M4MM '22: 1st International Workshop on Methodologies for Multimedia
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Xavier Alameda-Pineda
,
Qin Jin
,
Vincent Oria
,
Laura Toni
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Learning Algorithm Generalization Error Bounds via Auxiliary Distributions
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Gholamali Aminian
,
Saeed Masiha
,
Laura Toni
,
Miguel R. D. Rodrigues
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Information-theoretic Characterizations of Generalization Error for the Gibbs Algorithm
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Gholamali Aminian
,
Yuheng Bu
,
Laura Toni
,
Miguel R. D. Rodrigues
,
Gregory W. Wornell
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Explaining Hierarchical Features in Dynamic Point Cloud Processing
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Pedro Gomes
,
Silvia Rossi
,
Laura Toni
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Explaining Hierarchical Features in Dynamic Point Cloud Processing
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Pedro Gomes
,
Silvia Rossi
,
Laura Toni
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Characterizing and Understanding the Generalization Error of Transfer Learning with Gibbs Algorithm
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Yuheng Bu
,
Gholamali Aminian
,
Laura Toni
,
Gregory W. Wornell
,
Miguel R. D. Rodrigues
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An Information-theoretical Approach to Semi-supervised Learning under Covariate-shift
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Gholamali Aminian
,
Mahed Abroshan
,
Mohammad Mahdi Khalili
,
Laura Toni
,
Miguel R. D. Rodrigues
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An Information-theoretical Approach to Semi-supervised Learning under Covariate-shift
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Gholamali Aminian
,
Mahed Abroshan
,
Mohammad Mahdi Khalili
,
Laura Toni
,
Miguel R. D. Rodrigues
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Spatio-Temporal Graph-RNN for Point Cloud Prediction
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Pedro Gomes
,
Silvia Rossi
,
Laura Toni
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Spatio-temporal Graph-RNN for Point Cloud Prediction
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Pedro Gomes
,
Silvia Rossi
,
Laura Toni
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Information-Theoretic Bounds on the Moments of the Generalization Error of Learning Algorithms
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Gholamali Aminian
,
Laura Toni
,
Miguel R. D. Rodrigues
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Information-Theoretic Bounds on the Moments of the Generalization Error of Learning Algorithms
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Gholamali Aminian
,
Laura Toni
,
Miguel R. D. Rodrigues
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Influence of Narrative Elements on User Behaviour in Photorealistic Social VR
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Silvia Rossi
,
Irene Viola
,
Jack Jansen
,
Shishir Subramanyam
,
Laura Toni
,
Pablo César
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From 3-DoF to 6-DoF: New Metrics to Analyse Users Behaviour in Immersive Applications
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Silvia Rossi
,
Irene Viola
,
Laura Toni
,
Pablo César
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Characterizing the Generalization Error of Gibbs Algorithm with Symmetrized KL information
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Gholamali Aminian
,
Yuheng Bu
,
Laura Toni
,
Miguel R. D. Rodrigues
,
Gregory W. Wornell
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Characterizing and Understanding the Generalization Error of Transfer Learning with Gibbs Algorithm
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Yuheng Bu
,
Gholamali Aminian
,
Laura Toni
,
Miguel R. D. Rodrigues
,
Gregory W. Wornell
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An Exact Characterization of the Generalization Error for the Gibbs Algorithm
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Gholamali Aminian
,
Yuheng Bu
,
Laura Toni
,
Miguel R. D. Rodrigues
,
Gregory W. Wornell
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A New Challenge: Behavioural Analysis Of 6-DOF User When Consuming Immersive Media
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Silvia Rossi
,
Irene Viola
,
Laura Toni
,
Pablo César
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Understanding user navigation in immersive experience: an information-theoretic analysis
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Silvia Rossi
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Laura Toni
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Proceedings of the 11th ACM Multimedia Systems Conference, MMSys 2020, Istanbul, Turkey, June 8-11, 2020
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Laura Toni
,
Ali C. Begen
,
Özgü Alay
,
Christian Timmerer
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Large Database Compression Based on Perceived Information
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Thomas Maugey
,
Laura Toni
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Laplacian-Regularized Graph Bandits: Algorithms and Theoretical Analysis
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Kaige Yang
,
Laura Toni
,
Xiaowen Dong
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Jensen-Shannon Information Based Characterization of the Generalization Error of Learning Algorithms
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Gholamali Aminian
,
Laura Toni
,
Miguel R. D. Rodrigues
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Jensen-Shannon Information Based Characterization of the Generalization Error of Learning Algorithms
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Gholamali Aminian
,
Laura Toni
,
Miguel R. D. Rodrigues
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Introduction to the Best Papers from the ACM Multimedia Systems (MMSys) 2019 and Co-Located Workshops
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Michael Zink
,
Laura Toni
,
Ali C. Begen
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Graph Signal Processing for Machine Learning: A Review and New Perspectives
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Xiaowen Dong
,
Dorina Thanou
,
Laura Toni
,
Michael M. Bronstein
,
Pascal Frossard
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Graph signal processing for machine learning: A review and new perspectives
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Xiaowen Dong
,
Dorina Thanou
,
Laura Toni
,
Michael M. Bronstein
,
Pascal Frossard
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Do Users Behave Similarly in VR? Investigation of the User Influence on the System Design
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Silvia Rossi
,
Cagri Ozcinar
,
Aljosa Smolic
,
Laura Toni
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Differentiable Linear Bandit Algorithm
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Kaige Yang
,
Laura Toni
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Streaming from a Moving Platform with Real-Time and Playback Distortion Constraints
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Giuseppe Cocco
,
Laura Toni
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State2vec: Off-Policy Successor Features Approximators
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Sephora Madjiheurem
,
Laura Toni
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Spherical Clustering of Users Navigating 360° Content
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Silvia Rossi
,
Francesca De Simone
,
Pascal Frossard
,
Laura Toni
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Representation Learning on Graphs: A Reinforcement Learning Application
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Sephora Madjiheurem
,
Laura Toni
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Representation Learning on Graphs: A Reinforcement Learning Application
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Sephora Madjiheurem
,
Laura Toni
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Proceedings of the 10th ACM Multimedia Systems Conference, MMSys 2019, Amherst, MA, USA, June 18-21, 2019
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Michael Zink
,
Laura Toni
,
Ali C. Begen
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Laplacian-regularized graph bandits: Algorithms and theoretical analysis
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Kaige Yang
,
Xiaowen Dong
,
Laura Toni
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Error Analysis on Graph Laplacian Regularized Estimator
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Kaige Yang
,
Xiaowen Dong
,
Laura Toni
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Adaptive Streaming in Interactive Multiview Video Systems
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Xue Zhang
,
Laura Toni
,
Pascal Frossard
,
Yao Zhao
,
Chunyu Lin
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The Sum-Rate-Distortion Region of Correlated Gauss-Markov Sources
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Giuseppe Cocco
,
Laura Toni
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Spherical clustering of users navigating 360° content
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Silvia Rossi
,
Francesca De Simone
,
Pascal Frossard
,
Laura Toni
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Spectral MAB for Unknown Graph Processes
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Laura Toni
,
Pascal Frossard
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QoE-Driven Mobile Edge Caching Placement for Adaptive Video Streaming
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Chenglin Li
,
Laura Toni
,
Junni Zou
,
Hongkai Xiong
,
Pascal Frossard
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IRSA Transmission Optimization via Online Learning
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Laura Toni
,
Pascal Frossard
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Graph-Based Recommendation System
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Kaige Yang
,
Laura Toni
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Graph-Based Recommendation System
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Kaige Yang
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Laura Toni
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Delay-Power-Rate-Distortion Optimization of Video Representations for Dynamic Adaptive Streaming
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Chenglin Li
,
Laura Toni
,
Junni Zou
,
Hongkai Xiong
,
Pascal Frossard
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Adaptive Streaming in Interactive Multiview Video Systems
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Xue Zhang
,
Laura Toni
,
Pascal Frossard
,
Yao Zhao
,
Chunyu Lin
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Price-Based Controller for Utility-Aware HTTP Adaptive Streaming
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Stefano D'Aronco
,
Laura Toni
,
Pascal Frossard
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Price-based Controller for Quality-Fair HTTP Adaptive Streaming (Extended Version)
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Stefano D'Aronco
,
Laura Toni
,
Pascal Frossard
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Optimized receiver control in interactive multiview video streaming systems
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Xue Zhang
,
Laura Toni
,
Pascal Frossard
,
Yao Zhao
,
Chunyu Lin
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Optimization of Joint Progressive Source and Channel Coding for MIMO Systems
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Meesue Shin
,
Sang-Hyo Kim
,
Laura Toni
,
Seok-Ho Chang
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Optimal Representations for Adaptive Streaming in Interactive Multiview Video Systems
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Laura Toni
,
Pascal Frossard
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Navigation-aware adaptive streaming strategies for omnidirectional video
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Silvia Rossi
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Laura Toni
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Improved Utility-Based Congestion Control for Delay-Constrained Communication
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Stefano D'Aronco
,
Laura Toni
,
Sergio Mena
,
Xiaoqing Zhu
,
Pascal Frossard
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Finite length performance of random MAC strategies
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Konstantinos Dovelos
,
Laura Toni
,
Pascal Frossard
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Price-Based Controller for Quality-Fair HTTP Adaptive Streaming
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Stefano D'Aronco
,
Laura Toni
,
Pascal Frossard
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Optimal Representations for Adaptive Streaming in Interactive Multi-View Video Systems
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Laura Toni
,
Pascal Frossard
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Online learning adaptation strategy for DASH clients
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Federico Chiariotti
,
Stefano D'Aronco
,
Laura Toni
,
Pascal Frossard
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In-Network View Synthesis for Interactive Multiview Video Systems
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Laura Toni
,
Gene Cheung
,
Pascal Frossard
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Finite Length Performance of Random Slotted ALOHA Strategies
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Konstantinos Dovelos
,
Laura Toni
,
Pascal Frossard
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Complexity constrained representation selection for dynamic adaptive streaming
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Chenglin Li
,
Laura Toni
,
Pascal Frossard
,
Hongkai Xiong
,
Junni Zou
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A comparative study of DASH representation sets using real user characteristics
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Christian Kreuzberger
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Benjamin Rainer
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Hermann Hellwagner
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Laura Toni
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Pascal Frossard
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Resource Allocation and Performance Analysis for Multiuser Video Transmission Over Doubly Selective Channels
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Dawei Wang
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Laura Toni
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Pamela C. Cosman
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Laurence B. Milstein
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Prioritized Random MAC Optimization Via Graph-Based Analysis
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Laura Toni
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Pascal Frossard
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Prioritized Random MAC Optimization via Graph-based Analysis
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Laura Toni
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Pascal Frossard
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Optimized Packet Scheduling in Multiview Video Navigation Systems
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Laura Toni
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Thomas Maugey
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Pascal Frossard
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Optimal Selection of Adaptive Streaming Representations
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Laura Toni
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Ramon Aparicio-Pardo
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Karine Pires
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Gwendal Simon
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Alberto Blanc
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Pascal Frossard
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Optimal Layered Representation for Adaptive Interactive Multiview Video Streaming
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Ana De Abreu
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Laura Toni
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Nikolaos Thomos
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Thomas Maugey
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Fernando Pereira
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Pascal Frossard
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Optimal layered representation for adaptive interactive multiview video streaming
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Ana De Abreu
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Laura Toni
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Nikolaos Thomos
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Thomas Maugey
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Fernando Pereira
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Pascal Frossard
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In-Network View Synthesis for Interactive Multiview Video Systems
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Laura Toni
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Gene Cheung
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Pascal Frossard
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In-network view re-sampling for interactive free viewpoint video streaming
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Laura Toni
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Gene Cheung
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Pascal Frossard
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Improved Utility-based Congestion Control for Low-Delay Communication
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Stefano D'Aronco
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Laura Toni
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Sergio Mena
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Xiaoqing Zhu
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Pascal Frossard
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Packet scheduling in multicamera capture systems
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Laura Toni
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Thomas Maugey
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Pascal Frossard
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Optimized Packet Scheduling in Multiview Video Navigation Systems
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Laura Toni
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Thomas Maugey
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Pascal Frossard
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Optimized Adaptive Streaming Representations based on System Dynamics
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Laura Toni
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Ramon Aparicio-Pardo
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Karine Pires
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Gwendal Simon
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Alberto Blanc
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Pascal Frossard
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Optimal set of video representations in adaptive streaming
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Laura Toni
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Ramon Aparicio-Pardo
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Gwendal Simon
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Alberto Blanc
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Pascal Frossard
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Multiview video representations for quality-scalable navigation
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Ana De Abreu
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Laura Toni
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Thomas Maugey
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Nikolaos Thomos
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Pascal Frossard
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Fernando Pereira
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Correlation-Aware Packet Scheduling in Multi-Camera Networks
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Laura Toni
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Thomas Maugey
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Pascal Frossard
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Uplink Resource Management for Multiuser OFDM Video Transmission Systems: Analysis and Algorithm Design
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Dawei Wang
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Laura Toni
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Pamela C. Cosman
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Laurence B. Milstein
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Multicriteria Optimization of Access Selection to Improve the Quality of Experience in Heterogeneous Wireless Access Networks
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Quoc-Thinh Nguyen-Vuong
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Nazim Agoulmine
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El Hadi Cherkaoui
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Laura Toni
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Interactive free viewpoint video streaming using prioritized network coding
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Laura Toni
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Nikolaos Thomos
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Pascal Frossard
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Device-To-Device Assisted Video Transmission
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Yichao Shen
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Wenwen Zhou
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Peizhi Wu
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Laura Toni
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Pamela C. Cosman
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Laurence B. Milstein
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Subcarrier mapping based on slice visibility for video transmission over OFDM channels
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Laura Toni
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Dawei Wang
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Pamela C. Cosman
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Laurence B. Milstein
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Multi-View Video Packet Scheduling
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Laura Toni
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Thomas Maugey
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Pascal Frossard
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Correlation-aware packet scheduling for multi-camera streaming
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Laura Toni
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Thomas Maugey
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Pascal Frossard
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Channel Coding Optimization Based on Slice Visibility for Transmission of Compressed Video over OFDM Channels
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Laura Toni
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Pamela C. Cosman
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Laurence B. Milstein
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Unequal error protection based on slice visibility for transmission of compressed video over OFDM channels
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Laura Toni
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Pamela C. Cosman
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Laurence B. Milstein
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Threshold Evaluation in Link Adaptation Schemes for Progressive Images Transmission
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Laura Toni
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Barbara M. Masini
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Taking advantage of the diversity in wireless access networks: On the simulation of a user centric approach
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El Hadi Cherkaoui
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Nazim Agoulmine
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Thinh Nguyen
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Laura Toni
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Jean-Guy Fontaine
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On the Performances of a Target Detection Algorithm in Underwater Sensor Networks with Aqua-Sim
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Laura Sorbi
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Graziano Pio De Capua
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El Hadi Cherkaoui
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Laura Toni
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Jean-Guy Fontaine
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Joint source channel coding optimization for heterogeneous access networks in multiuser scenario
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Laura Toni
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Lorenzo Rossi
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Nazim Agoulmine
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Jean-Guy Fontaine
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Does Fast Adaptive Modulation Always Outperform Slow Adaptive Modulation?
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Laura Toni
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Andrea Conti
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A study on the SPIHT image coding technique for underwater acoustic communications
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Beatrice Tomasi
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Laura Toni
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Paolo Casari
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James C. Preisig
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Michele Zorzi
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Rate-Distortion Curve Evaluation for Cross-Layer Optimization in Progressive Video Transmission
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Laura Toni
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Communication in a Behavior-based Approach to Target Detection and Tracking with Autonomous Underwater Vehicles
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Laura Sorbi
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Laura Toni
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Graziano Pio De Capua
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Lorenzo Rossi
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Rate-Distortion Curve Evaluation for Cross-Layer Optimization in Multimedia Transmission
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Laura Toni
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Effective spectral efficiency for adaptive QAM with diversity and pilot assisted channel estimation
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Laura Toni
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Andrea Conti
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Flavio Zabini
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Oreste Andrisano
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Channel Coding for Progressive Images in a 2-D Time-Frequency OFDM Block With Channel Estimation Errors
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Laura Toni
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Yee Sin Chan
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Pamela C. Cosman
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Laurence B. Milstein
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Adaptive wireless multimedia communication systems ; Sistemi di comunicazione multimediali wireless
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Laura Toni
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