Peilin Wu
4 papers · 2024–2025 · 3 venues · across top CS/AI venues
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Achievements
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🌍
Conference Polyglot · Bronze
🌉
Interdisciplinary Bridge · Silver
🗺️
Taxonomy Completionist
(14)
🌈
Renaissance Researcher
(6)
Top co-authors
Research topics
Artificial Intelligence
(3)
Machine Learning
(3)
Core AI
(3)
Natural Language Processing
(2)
Learning Types
(2)
Computer Science
(1)
Knowledge & Reasoning
(1)
Reinforcement Learning
(1)
Robotics
(1)
Application Areas
(1)
Applications · Robotics
(1)
Applications · Natural Language Processing
(1)
Applications · Computer Science
(1)
Methods
(1)
Reasoning
(1)
Keywords
llm agent
(2)
benchmark evaluation
(1)
information bottleneck
(1)
uncertainty quantification
(1)
language modeling
(1)
inductive reasoning
(1)
rule learning
(1)
language model
(1)
retrieval-augmented generation
(1)
sim-to-real gap
(1)
abductive reasoning
(1)
code synthesis
(1)
hypothesis generation
(1)
deductive reasoning
(1)
interactive environment
(1)
multi-step reasoning
(1)
scientific reasoning
(1)
agentic system
(1)
large language model
(1)
code reproduction
(1)
Papers
IDEA: Enhancing the Rule Learning Ability of Large Language Model Agent through Induction, Deduction, and Abduction
ACL 2025
LMR-BENCH: Evaluating LLM Agent’s Ability on Reproducing Language Modeling Research
EMNLP 2025
Search Wisely: Mitigating Sub-optimal Agentic Searches By Reducing Uncertainty
EMNLP 2025
Bridging the Sim-to-Real Gap from the Information Bottleneck Perspective
CoRL 2024