Srinivas Shakkottai | DeepAI

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Featured Co-authors

Jian Li
150 publications
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91 publications
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∙ 06/06/2023

LLMZip: Lossless Text Compression using Large Language Models

We provide new estimates of an asymptotic upper bound on the entropy of ...

0 Chandra Shekhara Kaushik Valmeekam, et al. ∙

∙ 05/04/2023

Federated Ensemble-Directed Offline Reinforcement Learning

We consider the problem of federated offline reinforcement learning (RL)...

0 Desik Rengarajan, et al. ∙

∙ 04/21/2023

EdgeRIC: Empowering Realtime Intelligent Optimization and Control in NextG Networks

Radio Access Networks (RAN) are increasingly softwarized and accessible ...

0 Woo-Hyun Ko, et al. ∙

∙ 11/02/2022

Energy System Digitization in the Era of AI: A Three-Layered Approach towards Carbon Neutrality

The transition towards carbon-neutral electricity is one of the biggest ...

0 Le Xie, et al. ∙

∙ 09/26/2022

Enhanced Meta Reinforcement Learning using Demonstrations in Sparse Reward Environments

Meta reinforcement learning (Meta-RL) is an approach wherein the experie...

0 Desik Rengarajan, et al. ∙

∙ 03/06/2022

OpenGridGym: An Open-Source AI-Friendly Toolkit for Distribution Market Simulation

This paper presents OpenGridGym, an open-source Python-based package tha...

0 Rayan El Helou, et al. ∙

∙ 02/09/2022

Reinforcement Learning with Sparse Rewards using Guidance from Offline Demonstration

A major challenge in real-world reinforcement learning (RL) is the spars...

17 Desik Rengarajan, et al. ∙

∙ 12/01/2021

Safe Exploration for Constrained Reinforcement Learning with Provable Guarantees

We consider the problem of learning an episodic safe control policy that...

0 Archana Bura, et al. ∙

∙ 10/05/2021

NeurWIN: Neural Whittle Index Network For Restless Bandits Via Deep RL

Whittle index policy is a powerful tool to obtain asymptotically optimal...

0 Khaled Nakhleh, et al. ∙

∙ 08/01/2020

Learning with Safety Constraints: Sample Complexity of Reinforcement Learning for Constrained MDPs

Many physical systems have underlying safety considerations that require...

0 Aria HasanzadeZonuzy, et al. ∙

∙ 06/21/2020

Learning Trembling Hand Perfect Mean Field Equilibrium for Dynamic Mean Field Games

Mean Field Games (MFG) are those in which each agent assumes that the st...

0 Kiyeob Lee, et al. ∙

∙ 04/01/2020

Learning to Cache and Caching to Learn: Regret Analysis of Caching Algorithms

Crucial performance metrics of a caching algorithm include its ability t...

0 Archana Bura, et al. ∙

∙ 04/08/2019

Mode-Suppression: A Simple, Stable and Scalable Chunk-Sharing Algorithm for P2P Networks

The ability of a P2P network to scale its throughput up in proportion to...

0 Vamseedhar Reddyvari Raja, et al. ∙

∙ 03/28/2019

Cache-Version Selection and Content Placement for Adaptive Video Streaming in Wireless Edge Networks

Wireless edge networks are promising to provide better video streaming s...

0 Archana Sasikumar, et al. ∙

∙ 01/23/2019

Broadcasting Real-Time Flows in Integrated Backhaul and Access 5G Networks

This paper studies the problem of broadcasting real-time flows in multi-...

0 Aria HasanzadeZonuzy, et al. ∙

∙ 01/04/2019

QFlow: A Reinforcement Learning Approach to High QoE Video Streaming over Wireless Networks

Wireless Internet access has brought legions of heterogeneous applicatio...

0 Rajarshi Bhattacharyya, et al. ∙

∙ 01/11/2018

A Monetary Mechanism for Stabilizing Cooperative Data Exchange with Selfish Users

This paper considers the problem of stabilizing cooperative data exchang...

0 Anoosheh Heidarzadeh, et al. ∙

∙ 01/02/2018

FlowBazaar: A Market-Mediated Software Defined Communications Ecosystem at the Wireless Edge

Wireless Internet access has brought legions of heterogeneous apps all s...

0 Rajarshi Bhattacharyya, et al. ∙

∙ 12/12/2017

Small-Scale Markets for Bilateral Resource Trading in the Sharing Economy

We consider a general small-scale market for agent-to-agent resource sha...

0 Bainan Xia, et al. ∙

∙ 04/08/2016

Incentivizing Sharing in Realtime D2D Streaming Networks: A Mean Field Game Perspective

We consider the problem of streaming live content to a cluster of co-loc...

0 Jian Li, et al. ∙

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