Pengfei Cao

37 papers at tracked venues · 28 at CORE A* · active 2024–2026

DBLP profile ↗ORCID search ↗

Venues

ACL ×20 AAAI ×5 EMNLP ×5 NAACL ×3 ICLR ×2 IJCAI ×1 NeurIPS ×1

Frequent coauthors

Kang Liu

×36

Jun Zhao

×35

Yubo Chen

×29

Zhuoran Jin

×19

Hongbang Yuan

×7

Tianyi Men

×5

Jiachun Li

×5

Jiexin Xu

×5

Chenhao Wang

×5

Yuheng Chen

×4

Huaijun Li

×4

Xiaojian Jiang

×4

Papers

Bias-Restrained Prefix Representation Finetuning for Mathematical Reasoning
AAAI 2026 ·
Sirui Liang
, Pengfei Cao,
Jian Zhao
,
Cong Huang
,
Jun Zhao
,
Kang Liu
Do LLMs Know Tool Irrelevance? Demystifying Structural Alignment Bias in Tool Invocations
ACL 2026 ·
Yilong Liu
,
Xixun Lin
, Pengfei Cao,
Ge Zhang
,
Fang Fang
,
Yanan Cao
Empowering GUI Agents via Autonomous Experience Exploration and Hindsight Experience Utilization for Task Planning
ACL 2026 ·
Tianyi Men
,
Zhuoran Jin
, Pengfei Cao,
Yubo Chen
,
Kang Liu
,
Jun Zhao
From Signal Degradation to Computation Collapse: Uncovering the Two Failure Modes of LLM Quantization
ACL 2026 ·
Chenxi Zhou
, Pengfei Cao,
Jiang Li
,
Bohan Yu
,
Jinyu Ye
,
Jun Zhao
,
Kang Liu
Learning How to Remember: A Meta-Cognitive Management Method for Structured and Transferable Agent Memory
ACL 2026 ·
Sirui Liang
, Pengfei Cao,
Jian Zhao
,
Wenhao Teng
,
Xiangwen Liao
,
Jun Zhao
,
Kang Liu
Lightweight Haar Wavelet Subband Pruning for LLMs
ACL 2026 ·
Jiang Li
, Pengfei Cao,
Chenxi Zhou
,
Tian Lan
,
Xiangdong Su
,
Kang Liu
,
Jun Zhao
,
Guanglai Gao
Look Light, Think Heavy: What Multimodal Chain-of-Thought Reasoning Can and Cannot Do
ACL 2026 ·
Zhuoran Jin
,
Kejian Zhu
,
Hongbang Yuan
,
Yupu Hao
, Pengfei Cao,
Yubo Chen
,
Kang Liu
,
Jun Zhao
Task-Stratified Knowledge Scaling Laws for Post-Training Quantized Large Language Models
ACL 2026 ·
Chenxi Zhou
, Pengfei Cao,
Jiang Li
,
Bohan Yu
,
Jinyu Ye
,
Jun Zhao
,
Kang Liu
A Troublemaker with Contagious Jailbreak Makes Chaos in Honest Towns
ACL 2025 ·
Tianyi Men
, Pengfei Cao,
Zhuoran Jin
,
Yubo Chen
,
Kang Liu
,
Jun Zhao
Agent-RewardBench: Towards a Unified Benchmark for Reward Modeling across Perception, Planning, and Safety in Real-World Multimodal Agents
ACL 2025 ·
Tianyi Men
,
Zhuoran Jin
, Pengfei Cao,
Yubo Chen
,
Kang Liu
,
Jun Zhao
Beyond Under-Alignment: Atomic Preference Enhanced Factuality Tuning for Large Language Models
NAACL 2025 ·
Hongbang Yuan
,
Yubo Chen
, Pengfei Cao,
Zhuoran Jin
,
Kang Liu
CITI: Enhancing Tool Utilizing Ability in Large Language Models Without Sacrificing General Performance
AAAI 2025 ·
Yupu Hao
, Pengfei Cao,
Zhuoran Jin
,
Huanxuan Liao
,
Yubo Chen
,
Kang Liu
,
Jun Zhao
Cracking Factual Knowledge: A Comprehensive Analysis of Degenerate Knowledge Neurons in Large Language Models
ACL 2025 ·
Yuheng Chen
, Pengfei Cao,
Yubo Chen
,
Yining Wang
,
Shengping Liu
,
Kang Liu
,
Jun Zhao
DTELS: Towards Dynamic Granularity of Timeline Summarization
NAACL 2025 ·
Chenlong Zhang
,
Tong Zhou
, Pengfei Cao,
Zhuoran Jin
,
Yubo Chen
,
Kang Liu
,
Jun Zhao
Evaluating Personalized Tool-Augmented LLMs from the Perspectives of Personalization and Proactivity
ACL 2025 ·
Yupu Hao
, Pengfei Cao,
Zhuoran Jin
,
Huanxuan Liao
,
Yubo Chen
,
Kang Liu
,
Jun Zhao
Know-MRI: A Knowledge Mechanisms Revealer&Interpreter for Large Language Models
ACL 2025 ·
Jiaxiang Liu
,
Boxuan Xing
,
Chenhao Yuan
,
Chenxiang Zhang
,
Di Wu
,
Xiusheng Huang
,
Haida Yu
,
Chuhan Lang
, Pengfei Cao,
Jun Zhao
,
Kang Liu
Knowledge Localization: Mission Not Accomplished? Enter Query Localization!
ICLR 2025 ·
Yuheng Chen
, Pengfei Cao,
Yubo Chen
,
Kang Liu
,
Jun Zhao
Knowledge in Superposition: Unveiling the Failures of Lifelong Knowledge Editing for Large Language Models
AAAI 2025 ·
Chenhui Hu
, Pengfei Cao,
Yubo Chen
,
Kang Liu
,
Jun Zhao
M2Edit: Locate and Edit Multi-Granularity Knowledge in Multimodal Large Language Model
EMNLP 2025 ·
Yang Zhou
, Pengfei Cao,
Yubo Chen
,
Qingbin Liu
,
Dianbo Sui
,
Xi Chen
,
Kang Liu
,
Jun Zhao
MIRAGE: Evaluating and Explaining Inductive Reasoning Process in Language Models
ICLR 2025 ·
Jiachun Li
, Pengfei Cao,
Zhuoran Jin
,
Yubo Chen
,
Kang Liu
,
Jun Zhao
RAG-RewardBench: Benchmarking Reward Models in Retrieval Augmented Generation for Preference Alignment
ACL 2025 ·
Zhuoran Jin
,
Hongbang Yuan
,
Tianyi Men
, Pengfei Cao,
Yubo Chen
,
Jiexin Xu
,
Huaijun Li
,
Xiaojian Jiang
,
Kang Liu
,
Jun Zhao
Revealing the Deceptiveness of Knowledge Editing: A Mechanistic Analysis of Superficial Editing
ACL 2025 ·
Jiakuan Xie
, Pengfei Cao,
Yubo Chen
,
Kang Liu
,
Jun Zhao
The Knowledge Microscope: Features as Better Analytical Lenses than Neurons
ACL 2025 ·
Yuheng Chen
, Pengfei Cao,
Kang Liu
,
Jun Zhao
Towards Better Chain-of-Thought: A Reflection on Effectiveness and Faithfulness
ACL 2025 ·
Jiachun Li
, Pengfei Cao,
Yubo Chen
,
Jiexin Xu
,
Huaijun Li
,
Xiaojian Jiang
,
Kang Liu
,
Jun Zhao
Towards Robust Knowledge Unlearning: An Adversarial Framework for Assessing and Improving Unlearning Robustness in Large Language Models
AAAI 2025 ·
Hongbang Yuan
,
Zhuoran Jin
, Pengfei Cao,
Yubo Chen
,
Kang Liu
,
Jun Zhao
AgentsCourt: Building Judicial Decision-Making Agents with Court Debate Simulation and Legal Knowledge Augmentation
EMNLP 2024 ·
Zhitao He
, Pengfei Cao,
Chenhao Wang
,
Zhuoran Jin
,
Yubo Chen
,
Jiexin Xu
,
Huaijun Li
,
Kang Liu
,
Jun Zhao
Cutting Off the Head Ends the Conflict: A Mechanism for Interpreting and Mitigating Knowledge Conflicts in Language Models
ACL 2024 ·
Zhuoran Jin
, Pengfei Cao,
Hongbang Yuan
,
Yubo Chen
,
Jiexin Xu
,
Huaijun Li
,
Xiaojian Jiang
,
Kang Liu
,
Jun Zhao
Focus on Your Question! Interpreting and Mitigating Toxic CoT Problems in Commonsense Reasoning
ACL 2024 ·
Jiachun Li
, Pengfei Cao,
Chenhao Wang
,
Zhuoran Jin
,
Yubo Chen
,
Daojian Zeng
,
Kang Liu
,
Jun Zhao
Journey to the Center of the Knowledge Neurons: Discoveries of Language-Independent Knowledge Neurons and Degenerate Knowledge Neurons
AAAI 2024 ·
Yuheng Chen
, Pengfei Cao,
Yubo Chen
,
Kang Liu
,
Jun Zhao
LINKED: Eliciting, Filtering and Integrating Knowledge in Large Language Model for Commonsense Reasoning
EMNLP 2024 ·
Jiachun Li
, Pengfei Cao,
Chenhao Wang
,
Zhuoran Jin
,
Yubo Chen
,
Kang Liu
,
Xiaojian Jiang
,
Jiexin Xu
,
Jun Zhao
MULFE: A Multi-Level Benchmark for Free Text Model Editing
ACL 2024 ·
Chenhao Wang
, Pengfei Cao,
Zhuoran Jin
,
Yubo Chen
,
Daojian Zeng
,
Kang Liu
,
Jun Zhao
Oasis: Data Curation and Assessment System for Pretraining of Large Language Models
IJCAI 2024 ·
Tong Zhou
,
Yubo Chen
, Pengfei Cao,
Kang Liu
,
Shengping Liu
,
Jun Zhao
RWKU: Benchmarking Real-World Knowledge Unlearning for Large Language Models
NeurIPS 2024 ·
Zhuoran Jin
, Pengfei Cao,
Chenhao Wang
,
Zhitao He
,
Hongbang Yuan
,
Jiachun Li
,
Yubo Chen
,
Kang Liu
,
Jun Zhao
Unlocking the Future: Exploring Look-Ahead Planning Mechanistic Interpretability in Large Language Models
EMNLP 2024 ·
Tianyi Men
, Pengfei Cao,
Zhuoran Jin
,
Yubo Chen
,
Kang Liu
,
Jun Zhao
Whispers that Shake Foundations: Analyzing and Mitigating False Premise Hallucinations in Large Language Models
EMNLP 2024 ·
Hongbang Yuan
, Pengfei Cao,
Zhuoran Jin
,
Yubo Chen
,
Daojian Zeng
,
Kang Liu
,
Jun Zhao
WilKE: Wise-Layer Knowledge Editor for Lifelong Knowledge Editing
ACL 2024 ·
Chenhui Hu
, Pengfei Cao,
Yubo Chen
,
Kang Liu
,
Jun Zhao
ZhuJiu-Knowledge: A Fairer Platform for Evaluating Multiple Knowledge Types in Large Language Models
NAACL 2024 ·
Pengfan Du
,
Sirui Liang
,
Baoli Zhang
, Pengfei Cao,
Yubo Chen
,
Kang Liu
,
Jun Zhao