Publications

You can also find my papers on my Google Scholar profile.

2026

EurekAgent: Agent Environment Engineering is All You Need For Autonomous Scientific Discovery
Amy Xin, Jiening Siow, Junjie Wang, Zijun Yao, Fanjin Zhang, Jian Song, Lei Hou, Juanzi Li
arXiv preprint, 2026. Award Winner, BAAI Agent for Science Competition; Invited Oral Presentation at 2026 BAAI Conference
On the Paradoxical Interference between Instruction-Following and Task Solving
Yunjia Qi, Hao Peng, Xintong Shi, Amy Xin, Xiaozhi Wang, Bin Xu, Lei Hou, Juanzi Li
arXiv preprint, 2026.
AISE-Bench: A Full-Cycle Curated Benchmark for Information Seeking on Academic Knowledge Graphs
Fanjin Zhang*, Zhengyang Wang*, Ruixuan Huang, Kefan Zhang, Amy Xin, Yuanchun Wang, Shu Zhao, Evgeny Kharlamov, Jie Tang, Juanzi Li
KDD, 2026.

AtomR: Atomic Operator-Empowered Large Language Models for Heterogeneous Knowledge Reasoning
Amy Xin*, Jinxin Liu*, Zijun Yao, Zhicheng Lee, Shulin Cao, Lei Hou, Juanzi Li
KDD, 2025. Oral Presentation
LLMAEL: Large Language Models are Good Context Augmenters for Entity Linking
Amy Xin*, Yunjia Qi*, Zijun Yao, Fangwei Zhu, Kaisheng Zeng, Bin Xu, Lei Hou, Juanzi Li
CIKM, 2025. Oral Presentation
StockBench: Can LLM Agents Trade Stocks Profitably In Real-world Markets?
Yanxu Chen*, Zijun Yao*, Yantao Liu*, Amy Xin, Jin Ye, Jianing Yu, Lei Hou, Juanzi Li
arXiv preprint, 2025.
AGENTIF: Benchmarking Large Language Models Instruction Following Ability in Agentic Scenarios
Yunjia Qi*, Hao Peng*, Xiaozhi Wang, Amy Xin, Youfeng Liu, Bin Xu, Lei Hou, Juanzi Li
NeurIPS, 2025. Spotlight (Top 5%)
How do Transformers Learn Implicit Reasoning?
Jiaran Ye*, Zijun Yao*, Zhidian Huang, Liangming Pan, Jinxin Liu, Yushi Bai, Amy Xin, Weichuan Liu, Xiaoyin Che, Lei Hou, Juanzi Li
NeurIPS, 2025. Spotlight (Top 5%)

DiaKoP: Dialogue-based Knowledge-oriented Programming for Neural-symbolic Knowledge Base Question Answering
Zhicheng Lee, Zhidian Huang, Zijun Yao, Jinxin Liu, Amy Xin, Lei Hou, Juanzi Li
CIKM, 2024.
KoLA: Carefully Benchmarking World Knowledge of Large Language Models
Jifan Yu*, Xiaozhi Wang*, Shangqing Tu, Shulin Cao, Daniel Zhang-Li, Xin Lv, Hao Peng, Zijun Yao, Xiaohan Zhang, Hanming Li, Chunyang Li, Zheyuan Zhang, Yushi Bai, Yantao Liu, Amy Xin, …, Lei Hou, Zhiyuan Liu, Bin Xu, Jie Tang, Juanzi Li
ICLR, 2024.

VisKoP: Visual Knowledge Oriented Programming for Interactive Knowledge Base Question Answering
Zijun Yao*, Yuanyong Chen*, Xin Lv, Shulin Cao, Amy Xin, Jifan Yu, Hailong Jin, Jianjun Xu, Peng Zhang, Lei Hou, Juanzi Li
ACL, 2023. Best Demo Award

^{* Equal contribution}