Awesome Reinforcement Learning
Papers
Topics
Trending
Leaderboards
Authors
Datasets
Learn
Ask AI
Map
Tools
Reading Packs
News
All sections
Browse
Papers
The full index, filterable and sortable.
Topics
The same papers grouped by subject tag.
Trending
What moved this week, and by how much.
Authors
Who publishes here, and who they publish with.
Map
The collection laid out by embedding similarity.
Compare
Leaderboards
Benchmark tables, with the paper behind each number.
Datasets
The datasets these papers train and evaluate on.
Tools
Code and libraries released alongside the papers.
Read
Learn
Ordered routes from background reading to current work.
Ask AI
Ask a question and get answers cited to these papers.
Videos
The most-watched talks and lectures in this field.
Reading Packs
Short curated sets built around one question.
Follow
News
Press and coverage tied back to the papers.
Blogs
Author and lab write-ups of their own work.
Newsletter
Email digest of what changed, on a schedule.
Research Radar
Paste an abstract, get matches across every collection.
Yours
Saved
Papers you bookmarked in this browser.
+ Add Paper
☾
☀
← authors
·
overview
Loading author…
Ask AI
Qi Liu — most-cited papers & profile · Reinforcement Learning
← authors
·
overview
Qi Liu
145
papers ·
47
citations ·
43
h-index
Beijing Institute of Technology · University of Science and Technology of China · Beijing University of Posts and Telecommunications · University of Leicester · Zhongnan University of Economics and Law
Google Scholar ↗
Semantic Scholar ↗
OpenAlex ↗
Most-cited papers
What Really Improves Mathematical Reasoning: Structured Reasoning Signals Beyond Pure Code
2026
Entropy-KL Divergence-based Token Masking: A Novel Approach for Selective Fine-tuning of Large Language Models
2026
Neural Paging: Learning Context Management Policies for Turing-Complete Agents
2026
PaperScout: An Autonomous Agent for Academic Paper Search with Process-Aware Sequence-Level Policy Optimization
2026
Alleviating Choice Supportive Bias in LLM with Reasoning Dependency Generation
2025
Look as You Think: Unifying Reasoning and Visual Evidence Attribution for Verifiable Document RAG via Reinforcement Learning
2025
PaperArena: An Evaluation Benchmark for Tool-Augmented Agentic Reasoning on Scientific Literature
2025
Adaptive Preference Optimization with Uncertainty-aware Utility Anchor
2025
Cooperative Autonomous Driving in Diverse Behavioral Traffic: A Heterogeneous Graph Reinforcement Learning Approach
2025
Don't Overthink It: A Survey of Efficient R1-style Large Reasoning Models
2025
Simulating Human-Like Learning Dynamics with LLM-Empowered Agents
2025
MASH: Cooperative-Heterogeneous Multi-Agent Reinforcement Learning for Single Humanoid Robot Locomotion
2025
AMoPO: Adaptive Multi-objective Preference Optimization without Reward Models and Reference Models
2025
Time Series Forecasting as Reasoning: A Slow-Thinking Approach with Reinforced LLMs
2025
Beyond Theorem Proving: Formulation, Framework and Benchmark for Formal Problem-Solving
2025
Top co-authors
Enhong Chen
· 4
Daoyu Wang
· 3
Kai Zhang
· 3
Tong Xu
· 3
Mingyue Cheng
· 2
Shuo Yu
· 2
Xueyuan Li
· 2
Zhi Zheng
· 2
Zirui Li
· 2
Biwei Huang
· 1
Boyu Cao
· 1
Chao Zhang
· 1
Topics
cs.AI
cs.CL
cs.LG
cs.RO
cs.SY
eess.SY
Model-Based RL
Exploration
RLHF & Alignment
Policy Gradient