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08/08/2023
Optimizing Adaptive Video Streaming with Human Feedback
Quality of Experience (QoE)-driven adaptive bitrate (ABR) algorithms are...
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05/21/2021
A General Method For Automatic Discovery of Powerful Interactions In Click-Through Rate Prediction
Modeling powerful interactions is a critical challenge in Click-through ...
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05/06/2021
Multimedia Edge Computing
In this paper, we investigate the recent studies on multimedia edge comp...
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05/26/2020
Self-play Reinforcement Learning for Video Transmission
Video transmission services adopt adaptive algorithms to ensure users' d...
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05/26/2020
Continual Local Training for Better Initialization of Federated Models
Federated learning (FL) refers to the learning paradigm that trains mach...
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10/24/2019
Adversarial Feature Alignment: Avoid Catastrophic Forgetting in Incremental Task Lifelong Learning
Human beings are able to master a variety of knowledge and skills with o...
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10/18/2019
Federated Learning with Unbiased Gradient Aggregation and Controllable Meta Updating
Federated Averaging (FedAvg) serves as the fundamental framework in Fede...
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08/16/2019
Federated Learning with Additional Mechanisms on Clients to Reduce Communication Costs
Federated learning (FL) enables on-device training over distributed netw...
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08/06/2019
Comyco: Quality-Aware Adaptive Video Streaming via Imitation Learning
Learning-based Adaptive Bit Rate (ABR) method, aiming to learn outstandi...
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05/16/2019
Reactive Video Caching via long-short-term fusion approach
Video caching has been a basic network functionality in today's network ...
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11/15/2018
Tiyuntsong: A Self-Play Reinforcement Learning Approach for ABR Video Streaming
Existing reinforcement learning(RL)-based adaptive bitrate(ABR) approach...
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05/21/2018
Performance Bound Analysis for Crowdsourced Mobile Video Streaming
Adaptive bitrate (ABR) streaming enables video users to adapt the playin...
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05/21/2018
Multi-User Cooperative Mobile Video Streaming: Performance Analysis and Online Mechanism Design
Adaptive bitrate streaming enables video users to adapt their playing bi...
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05/07/2018
QARC: Video Quality Aware Rate Control for Real-Time Video Streaming via Deep Reinforcement Learning
Due to the fluctuation of throughput under various network conditions, h...
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05/07/2018
QARC: Video Quality Aware Rate Control for Real-Time Video Streaming based on Deep Reinforcement Learning
Real-time video streaming is now one of the main applications in all net...
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05/02/2018
Delay-Constrained Rate Control for Real-Time Video Streaming with Bounded Neural Network
Rate control is widely adopted during video streaming to provide both hi...
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03/10/2017
Towards Wi-Fi AP-Assisted Content Prefetching for On-Demand TV Series: A Reinforcement Learning Approach
The emergence of smart Wi-Fi APs (Access Point), which are equipped with...
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02/10/2014