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06/02/2023
Convex and Non-Convex Optimization under Generalized Smoothness
Classical analysis of convex and non-convex optimization methods often r...
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05/07/2023
PhysBench: A Benchmark Framework for Remote Physiological Sensing with New Dataset and Baseline
In recent years, due to the widespread use of internet videos, physiolog...
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03/26/2023
Dynamic Game of the Dual-Channel Supply Chain Under a Carbon Subsidy Policy
This study investigates the dynamic game behaviors of dual-channel suppl...
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12/30/2022
Can Direct Latent Model Learning Solve Linear Quadratic Gaussian Control?
We study the task of learning state representations from potentially hig...
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04/03/2022
Byzantine-Robust Federated Linear Bandits
In this paper, we study a linear bandit optimization problem in a federa...
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04/18/2021
Complexity Lower Bounds for Nonconvex-Strongly-Concave Min-Max Optimization
We provide a first-order oracle complexity lower bound for finding stati...
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02/05/2021
Provably Efficient Algorithms for Multi-Objective Competitive RL
We study multi-objective reinforcement learning (RL) where an agent's re...
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10/28/2020
Provably Efficient Online Agnostic Learning in Markov Games
We study online agnostic learning, a problem that arises in episodic mul...
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06/24/2020