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reinforcement learning

4352 papers

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Also known as

RL REINFORCE

Co-occurring keywords

large language model (13587) policy learning (702) markov decision process (790) policy optimization (657) policy gradient (520) deep reinforcement learning (903) multi-agent system (1819) imitation learning (744) regret bound (1926) language model (4599)

Papers

Mixture-of-Skills: Learning to Optimize Data Usage for Fine-Tuning Large Language Models EMNLP 2024
Preference-Guided Reflective Sampling for Aligning Language Models EMNLP 2024
UNO Arena for Evaluating Sequential Decision-Making Capability of Large Language Models EMNLP 2024
Holistic Automated Red Teaming for Large Language Models through Top-Down Test Case Generation and Multi-turn Interaction EMNLP 2024
QUIS: Question-guided Insights Generation for Automated Exploratory Data Analysis EMNLP 2024
Cloud-LoRa: Enabling Cloud Radio Access LoRa Networks Using Reinforcement Learning Based Bandwidth-Adaptive Compression NSDI 2024
OntoFact: Unveiling Fantastic Fact-Skeleton of LLMs via Ontology-Driven Reinforcement Learning AAAI 2024
Would I Lie To You? Inference Time Alignment of Language Models using Direct Preference Heads NIPS 2024
An Approach towards Unsupervised Text Simplification on Paragraph-Level for German Texts COLING 2024
Model-Based Transfer Learning for Contextual Reinforcement Learning NIPS 2024
Efficient Contextual LLM Cascades through Budget-Constrained Policy Learning NIPS 2024
Accelerating Cutting-Plane Algorithms via Reinforcement Learning Surrogates AAAI 2024
Aligning as Debiasing: Causality-Aware Alignment via Reinforcement Learning with Interventional Feedback NAACL 2024
OPPerTune: Post-Deployment Configuration Tuning of Services Made Easy NSDI 2024
Deterministic Policies for Constrained Reinforcement Learning in Polynomial Time NIPS 2024
DMoERM: Recipes of Mixture-of-Experts for Effective Reward Modeling ACL 2024
Training Language Models to Generate Text with Citations via Fine-grained Rewards ACL 2024
ALaRM: Align Language Models via Hierarchical Rewards Modeling ACL 2024
Improving Socratic Question Generation using Data Augmentation and Preference Optimization NAACL 2024
RaFe: Ranking Feedback Improves Query Rewriting for RAG EMNLP 2024
State Chrono Representation for Enhancing Generalization in Reinforcement Learning NIPS 2024
Opponent Modeling based on Subgoal Inference NIPS 2024
Achieving $\tilde{O}(1/\epsilon)$ Sample Complexity for Constrained Markov Decision Process NIPS 2024
Universal Prompt Optimizer for Safe Text-to-Image Generation NAACL 2024
Reinforced Cross-Domain Knowledge Distillation on Time Series Data NIPS 2024