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Reinforcement Learning

767 directly classified papers

Papers per year

Papers

Robust Imitation of a Few Demonstrations with a Backwards Model NIPS 2022
Learning to Follow Instructions in Text-Based Games NIPS 2022
Exploring through Random Curiosity with General Value Functions NIPS 2022
Policy Optimization with Linear Temporal Logic Constraints NIPS 2022
Ask4Help: Learning to Leverage an Expert for Embodied Tasks NIPS 2022
On Reinforcement Learning and Distribution Matching for Fine-Tuning Language Models with no Catastrophic Forgetting NIPS 2022
Inherently Explainable Reinforcement Learning in Natural Language NIPS 2022
Plan To Predict: Learning an Uncertainty-Foreseeing Model For Model-Based Reinforcement Learning NIPS 2022
Unpacking Reward Shaping: Understanding the Benefits of Reward Engineering on Sample Complexity NIPS 2022
Learning to Share in Networked Multi-Agent Reinforcement Learning NIPS 2022
GriddlyJS: A Web IDE for Reinforcement Learning NIPS 2022
Near-Optimal Multi-Agent Learning for Safe Coverage Control NIPS 2022
DHRL: A Graph-Based Approach for Long-Horizon and Sparse Hierarchical Reinforcement Learning NIPS 2022
Meta Reinforcement Learning with Finite Training Tasks - a Density Estimation Approach NIPS 2022
Pre-Trained Image Encoder for Generalizable Visual Reinforcement Learning NIPS 2022
Avalon: A Benchmark for RL Generalization Using Procedurally Generated Worlds NIPS 2022
Teacher Forcing Recovers Reward Functions for Text Generation NIPS 2022
EAGER: Asking and Answering Questions for Automatic Reward Shaping in Language-guided RL NIPS 2022
Achieving Zero Constraint Violation for Constrained Reinforcement Learning via Primal-Dual Approach AAAI 2022
OAM: An Option-Action Reinforcement Learning Framework for Universal Multi-Intersection Control AAAI 2022
EMVLight: A Decentralized Reinforcement Learning Framework for Efficient Passage of Emergency Vehicles AAAI 2022
On Optimizing Interventions in Shared Autonomy AAAI 2022
Learning to Walk with Dual Agents for Knowledge Graph Reasoning AAAI 2022
Context-Specific Representation Abstraction for Deep Option Learning AAAI 2022
Admissible Policy Teaching through Reward Design AAAI 2022