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reward shaping

110 papers

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Also known as

RS

Co-occurring keywords

reinforcement learning (4352) sparse reward (141) policy optimization (657) large language model (13587) deep reinforcement learning (903) reward function (291) text generation (2913) multi-agent reinforcement learning (538) intrinsic reward (71) language model (4599)

Papers

Improving Policy Learning via Language Dynamics Distillation NIPS 2022
Generalization with Lossy Affordances: Leveraging Broad Offline Data for Learning Visuomotor Tasks CORL 2022
Learning Goal-Conditioned Policies Offline with Self-Supervised Reward Shaping CORL 2022
Exploration-Guided Reward Shaping for Reinforcement Learning under Sparse Rewards NIPS 2022
Multi-Agent Reinforcement Learning Controller to Maximize Energy Efficiency for Multi-Generator Industrial Wave Energy Converter AAAI 2022
Distributed Control using Reinforcement Learning with Temporal-Logic-Based Reward Shaping L4DC 2022
Reinforcement learning with Demonstrations from Mismatched Task under Sparse Reward CORL 2022
Rainier: Reinforced Knowledge Introspector for Commonsense Question Answering EMNLP 2022
Difference Advantage Estimation for Multi-Agent Policy Gradients ICML 2022
Individual Reward Assisted Multi-Agent Reinforcement Learning ICML 2022
Exploit Reward Shifting in Value-Based Deep-RL: Optimistic Curiosity-Based Exploration and Conservative Exploitation via Linear Reward Shaping NIPS 2022
EAGER: Asking and Answering Questions for Automatic Reward Shaping in Language-guided RL NIPS 2022
Unpacking Reward Shaping: Understanding the Benefits of Reward Engineering on Sample Complexity NIPS 2022
Towards Better Laplacian Representation in Reinforcement Learning with Generalized Graph Drawing ICML 2021
Policy Information Capacity: Information-Theoretic Measure for Task Complexity in Deep Reinforcement Learning ICML 2021
Explicable Reward Design for Reinforcement Learning Agents NIPS 2021
Unsupervised Domain Adaptation with Dynamics-Aware Rewards in Reinforcement Learning NIPS 2021
Dynamic Automaton-Guided Reward Shaping for Monte Carlo Tree Search AAAI 2021
Rewards with Negative Examples for Reinforced Topic-Focused Abstractive Summarization EMNLP 2021
Temporal-Logic-Based Reward Shaping for Continuing Reinforcement Learning Tasks AAAI 2021
ELLA: Exploration through Learned Language Abstraction NIPS 2021
Contingency-aware influence maximization: A reinforcement learning approach UAI 2021
Learning Task-Distribution Reward Shaping with Meta-Learning AAAI 2021
Thank you BART! Rewarding Pre-Trained Models Improves Formality Style Transfer IJCNLP 2021
Heuristic-Guided Reinforcement Learning NIPS 2021