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Methodology
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Reinforcement Learning
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Methods
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Deep RL
3861 directly classified papers
Papers per year
2005: 1
2006: 9
2007: 14
2008: 15
2009: 9
2010: 21
2011: 27
2012: 32
2013: 21
2014: 17
2015: 10
2016: 33
2017: 102
2018: 222
2019: 399
2020: 450
2021: 533
2022: 478
2023: 532
2024: 513
2025: 326
2026: 97
Papers
STEER: Unified Style Transfer with Expert Reinforcement
EMNLP 2023
Combinatorial Optimization with Policy Adaptation using Latent Space Search
NIPS 2023
Reflexion: language agents with verbal reinforcement learning
NIPS 2023
PID-Inspired Inductive Biases for Deep Reinforcement Learning in Partially Observable Control Tasks
NIPS 2023
Recurrent Hypernetworks are Surprisingly Strong in Meta-RL
NIPS 2023
StateMask: Explaining Deep Reinforcement Learning through State Mask
NIPS 2023
Explore to Generalize in Zero-Shot RL
NIPS 2023
CQM: Curriculum Reinforcement Learning with a Quantized World Model
NIPS 2023
DPOK: Reinforcement Learning for Fine-tuning Text-to-Image Diffusion Models
NIPS 2023
Cross-Episodic Curriculum for Transformer Agents
NIPS 2023
Natural Actor-Critic for Robust Reinforcement Learning with Function Approximation
NIPS 2023
Iteratively Learn Diverse Strategies with State Distance Information
NIPS 2023
Thinker: Learning to Plan and Act
NIPS 2023
Prioritizing Samples in Reinforcement Learning with Reducible Loss
NIPS 2023
When is Agnostic Reinforcement Learning Statistically Tractable?
NIPS 2023
MIMEx: Intrinsic Rewards from Masked Input Modeling
NIPS 2023
NetHack is Hard to Hack
NIPS 2023
LightZero: A Unified Benchmark for Monte Carlo Tree Search in General Sequential Decision Scenarios
NIPS 2023
Optimistic Active Exploration of Dynamical Systems
NIPS 2023
Multi-Step Generalized Policy Improvement by Leveraging Approximate Models
NIPS 2023
Dynamics Generalisation in Reinforcement Learning via Adaptive Context-Aware Policies
NIPS 2023
State-Action Similarity-Based Representations for Off-Policy Evaluation
NIPS 2023
Team-PSRO for Learning Approximate TMECor in Large Team Games via Cooperative Reinforcement Learning
NIPS 2023
Generalized Weighted Path Consistency for Mastering Atari Games
NIPS 2023
Sampling-based Exploration for Reinforcement Learning of Dexterous Manipulation
RSS 2023
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