Reinforcement Learning
9,982 papers (145 classified directly here)
Subtopics · a paper can sit in several, so these overlap
Papers per year
6
2
2
9
27
30
36
20
43
49
59
61
58
51
83
216
419
722
966
1,128
1,156
1,384
1,648
1,445
362
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Papers (including subtopics)
PhyPlan: Learning to Plan Tasks with Generalizable and Rapid Physical Reasoning for Embodied Manipulation
AAAI 2026
Planning in 8 Tokens: A Compact Discrete Tokenizer for Latent World Model
CVPR 2026
Planning in Branch-and-Bound: Model-Based Reinforcement Learning for Exact Combinatorial Optimization
AAAI 2026
PointNet4D: A Lightweight 4D Point Cloud Video Backbone for Online and Offline Perception in Robotic Applications
WACV 2026
Policy-Based Trajectory Clustering in Offline Reinforcement Learning
UAI 2026
Policy Newton Methods for Distortion Riskmetrics
AAAI 2026
Policy Zooming: Adaptive Discretization-based Infinite-Horizon Average-Reward Reinforcement Learning
AAAI 2026
Potent but Stealthy: Rethink Profile Pollution Against Sequential Recommendation via Bi-Level Constrained Reinforcement Paradigm
AAAI 2026
PQDA:Policy-Aligned Q-Consistency Meets Decoupled Augmentation for Generalizable Visual RL
AAAI 2026
Proactive Constrained Policy Optimization with Preemptive Penalty
AAAI 2026
Promoting Efficient Reasoning with Verifiable Stepwise Reward
AAAI 2026
PROMPTMINER: Black-Box Prompt Stealing against Text-to-Image Generative Models via Reinforcement Learning and VLM-Guided Optimization
CVPR 2026
Provably Safe Offline-to-Online RL: Decoupling Learning from Data-Driven Safety Enforcement
ACL 2026
Proximal Policy Optimization Suffices for On-Policy Reinforcement Learning
UAI 2026
PulseMind: A Multi-Modal Medical Model for Real-World Clinical Diagnosis
AAAI 2026
Push-and-Step: From RL-Based Balance Recovery to Physical Simulation of Dense Crowds
CVPR 2026
Qualitative Analysis of ω-Regular Objectives on Robust MDPs
AAAI 2026
QueryGym: Step-by-Step Interaction with Relational Databases
AAAI 2026
R1-RE: Cross-Domain Relation Extraction with RLVR
ACL 2026
R-4B: Incentivizing General-Purpose Auto-Thinking in MLLMs via Bi-Mode Annealing and Reinforce Learning
CVPR 2026
Randomization for Faster Exact Optimization of Discounted Markov Decision Processes
COLT 2026
RAPID: A Rapid Prototyping Platform for Industrial Automation
AAAI 2026
ReACT: Reward-informed Autoregressive Decision CAD Transformer
AAAI 2026
RealVLG-R1: A Large-Scale Real-World Visual-Language Grounding Benchmark for Robotic Perception and Manipulation
CVPR 2026
ReasonAct: Progressive Training for Fine-Grained Video Reasoning in Small Models
AAAI 2026