episodic learning

18 papers

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Co-occurring keywords

reinforcement learning (4122) regret bound (1918) markov decision process (788) value iteration (162) safe reinforcement learning (119) adversarial corruption (39) linear mixture model (4) few-shot learning (3390) metric learning (1189) online learning (1770)

Papers

Replicable Reinforcement Learning NIPS 2023

Online Reinforcement Learning with Uncertain Episode Lengths AAAI 2023

A Near-Optimal Algorithm for Safe Reinforcement Learning Under Instantaneous Hard Constraints ICML 2023

Logarithmic Regret for Episodic Continuous-Time Linear-Quadratic Reinforcement Learning over a Finite-Time Horizon JMLR 2022

Sample-Efficient Reinforcement Learning with loglog(T) Switching Cost ICML 2022

Understanding the Limits of Poisoning Attacks in Episodic Reinforcement Learning IJCAI 2022

On Episodes, Prototypical Networks, and Few-Shot Learning NIPS 2021

Improved Corruption Robust Algorithms for Episodic Reinforcement Learning ICML 2021

Episodic Learning for Safe Bipedal Locomotion with Control Barrier Functions and Projection-to-State Safety L4DC 2021

Detecting Rewards Deterioration in Episodic Reinforcement Learning ICML 2021

Safe Reinforcement Learning with Linear Function Approximation ICML 2021

On Reinforcement Learning with Adversarial Corruption and Its Application to Block MDP ICML 2021

FedDG: Federated Domain Generalization on Medical Image Segmentation via Episodic Learning in Continuous Frequency Space CVPR 2021

Constrained episodic reinforcement learning in concave-convex and knapsack settings NIPS 2020

Upper Confidence Primal-Dual Reinforcement Learning for CMDP with Adversarial Loss NIPS 2020

Model-Based Reinforcement Learning with Value-Targeted Regression ICML 2020

Few-Shot Object Detection via Feature Reweighting ICCV 2019

Transductive Episodic-Wise Adaptive Metric for Few-Shot Learning ICCV 2019