Extracting Scenarios from Autonomous-Vehicle-Involved Crashes. - Sirui Han; Haitian Lu; Hao Wu; Fei-Fei Ye (ISKE, 2023)

FinMME: Benchmark Dataset for Financial Multi-Modal Reasoning Evaluation. - Junyu Luo 002; Zhizhuo Kou; Liming Yang; Xiao Luo 001; Jinsheng Huang; Zhiping Xiao 001; Jingshu Peng; Chengzhong Liu; Jiaming Ji; Xuanzhe Liu; Sirui Han; Ming Zhang 004; et al. (ACL (1), 2025)

PrivaCI-Bench: Evaluating Privacy with Contextual Integrity and Legal Compliance. - Haoran Li 003; Wenbin Hu; Huihao Jing; Yulin Chen; Qi Hu; Sirui Han; Tianshu Chu; Peizhao Hu; Yangqiu Song (ACL (1), 2025)

SafeLawBench: Towards Safe Alignment of Large Language Models. - Chuxue Cao; Han Zhu; Jiaming Ji; Qichao Sun; Zhenghao Zhu; Yinyu Wu; Josef Dai; Yaodong Yang 001; Sirui Han; Yike Guo (ACL (Findings), 2025)

Boosting Policy and Process Reward Models with Monte Carlo Tree Search in Open-Domain QA. - Chi-Min Chan; Chunpu Xu; Junqi Zhu; Jiaming Ji; Donghai Hong; Pengcheng Wen; Chunyang Jiang; Zhen Ye; Yaodong Yang 001; Wei Xue 002; Sirui Han; Yike Guo (ACL (Findings), 2025)

PKU-SafeRLHF: Towards Multi-Level Safety Alignment for LLMs with Human Preference. - Jiaming Ji; Donghai Hong; Borong Zhang; Boyuan Chen 008; Josef Dai; Boren Zheng; Tianyi Alex Qiu; Jiayi Zhou; Kaile Wang; Boxun Li; Sirui Han; Yike Guo; et al. (ACL (1), 2025)

Benchmarking Multi-National Value Alignment for Large Language Models. - Chengyi Ju; Weijie Shi; Chengzhong Liu; Jiaming Ji; Jipeng Zhang; Ruiyuan Zhang; Jiajie Xu 001; Yaodong Yang 001; Sirui Han; Yike Guo (ACL (Findings), 2025)

Out-of-Distribution Detection via LLM-Guided Outlier Generation for Text-attributed Graph. - Xiangwei Lv; Mengze Li 001; Jingyuan Chen; Zhiang Dong; Sirui Han; Beishui Liao (ACL (Findings), 2025)

LegalReasoner: Step-wised Verification-Correction for Legal Judgment Reasoning. - Weijie Shi; Han Zhu; Jiaming Ji; Mengze Li 001; Jipeng Zhang; Ruiyuan Zhang; Jia Zhu 003; Jiajie Xu 001; Sirui Han; Yike Guo (ACL (1), 2025)

Scenario, Role, and Persona: A Scoping Review of Design Strategies for Socially Intelligent AI Agents. - Ruowen Niu; Jiaxiong Hu; Siyu Peng; Caleb Chen Cao; Chengzhong Liu; Sirui Han; Yike Guo (CHI Extended Abstracts, 2025)

ThinkPatterns-21k: A Systematic Study on the Impact of Thinking Patterns in LLMs. - Pengcheng Wen; Jiaming Ji; Chi-Min Chan; Juntao Dai; Donghai Hong; Yaodong Yang 001; Sirui Han; Yike Guo (CoRR, 2025)

Safe RLHF-V: Safe Reinforcement Learning from Human Feedback in Multimodal Large Language Models. - Jiaming Ji; Xinyu Chen; Rui Pan; Han Zhu; Conghui Zhang; Jiahao Li; Donghai Hong; Boyuan Chen 008; Jiayi Zhou; Kaile Wang; Juntao Dai; Chi-Min Chan; et al. (CoRR, 2025)

Benchmarking Multi-National Value Alignment for Large Language Models. - Weijie Shi; Chengyi Ju; Chengzhong Liu; Jiaming Ji; Jipeng Zhang; Ruiyuan Zhang; Jia Zhu 003; Jiajie Xu 001; Yaodong Yang 001; Sirui Han; Yike Guo (CoRR, 2025)

DIDS: Domain Impact-aware Data Sampling for Large Language Model Training. - Weijie Shi; Jipeng Zhang; Yaguang Wu; Jingzhi Fang; Ruiyuan Zhang; Jiajie Xu 001; Jia Zhu 003; Hao Chen; Yao Zhao; Sirui Han; Xiaofang Zhou 001 (CoRR, 2025)

Measuring Hong Kong Massive Multi-Task Language Understanding. - Chuxue Cao; Zhenghao Zhu; Junqi Zhu; Guoying Lu; Siyu Peng; Juntao Dai; Weijie Shi; Sirui Han; Yike Guo (CoRR, 2025)

J1: Exploring Simple Test-Time Scaling for LLM-as-a-Judge. - Chi-Min Chan; Chunpu Xu; Jiaming Ji; Zhen Ye; Pengcheng Wen; Chunyang Jiang; Yaodong Yang 001; Wei Xue 002; Sirui Han; Yike Guo (CoRR, 2025)

Context Reasoner: Incentivizing Reasoning Capability for Contextualized Privacy and Safety Compliance via Reinforcement Learning. - Wenbin Hu; Haoran Li 003; Huihao Jing; Qi Hu; Ziqian Zeng; Sirui Han; Heli Xu; Tianshu Chu; Peizhao Hu; Yangqiu Song (CoRR, 2025)

Generative RLHF-V: Learning Principles from Multi-modal Human Preference. - Jiayi Zhou; Jiaming Ji; Boyuan Chen 008; Jiapeng Sun; Wenqi Chen; Donghai Hong; Sirui Han; Yike Guo; Yaodong Yang 001 (CoRR, 2025)

Mitigating Deceptive Alignment via Self-Monitoring. - Jiaming Ji; Wenqi Chen; Kaile Wang; Donghai Hong; Sitong Fang; Boyuan Chen 008; Jiayi Zhou; Juntao Dai; Sirui Han; Yike Guo; Yaodong Yang 001 (CoRR, 2025)

The Mirage of Multimodality: Where Truth is Tested and Honesty Unravels. - Jiaming Ji; Sitong Fang; Wenjing Cao; Jiahao Li; Xuyao Wang; Juntao Dai; Chi-Min Chan; Sirui Han; Yike Guo; Yaodong Yang 001 (CoRR, 2025)

InterMT: Multi-Turn Interleaved Preference Alignment with Human Feedback. - Boyuan Chen 008; Donghai Hong; Jiaming Ji; Jiacheng Zheng; Bowen Dong; Jiayi Zhou; Kaile Wang; Juntao Dai; Xuyao Wang; Wenqi Chen; Qirui Zheng; Wenxin Li; et al. (CoRR, 2025)

Follow-Your-Motion: Video Motion Transfer via Efficient Spatial-Temporal Decoupled Finetuning. - Yue Ma; Yulong Liu; Qiyuan Zhu; Ayden Yang; Kunyu Feng; Xinhua Zhang; Zhifeng Li; Sirui Han; Chenyang Qi; Qifeng Chen (CoRR, 2025)

SafeLawBench: Towards Safe Alignment of Large Language Models. - Chuxue Cao; Han Zhu; Jiaming Ji; Qichao Sun; Zhenghao Zhu; Yinyu Wu; Juntao Dai; Yaodong Yang 001; Sirui Han; Yike Guo (CoRR, 2025)

BTC-LLM: Efficient Sub-1-Bit LLM Quantization via Learnable Transformation and Binary Codebook. - Hao Gu; Lujun Li 001; Zheyu Wang; Bei Liu; Qiyuan Zhu; Sirui Han; Yike Guo (CoRR, 2025)

Towards Advanced Mathematical Reasoning for LLMs via First-Order Logic Theorem Proving. - Chuxue Cao; Mengze Li 001; Juntao Dai; Jinluan Yang; Zijian Zhao 002; Shengyu Zhang 001; Weijie Shi; Chengzhong Liu; Sirui Han; Yike Guo (CoRR, 2025)

MinD: Unified Visual Imagination and Control via Hierarchical World Models. - Xiaowei Chi; Kuangzhi Ge; Jiaming Liu 003; Siyuan Zhou; Peidong Jia; Zichen He; Yuzhen Liu; Tingguang Li; Lei Han; Sirui Han; Shanghang Zhang; Yike Guo (CoRR, 2025)

Sub-MoE: Efficient Mixture-of-Expert LLMs Compression via Subspace Expert Merging. - Lujun Li 001; Zhu Qiyuan; Jiacheng Wang; Wei Li; Hao Gu; Sirui Han; Yike Guo (CoRR, 2025)

IR3D-Bench: Evaluating Vision-Language Model Scene Understanding as Agentic Inverse Rendering. - Parker Liu; Chenxin Li; Zhengxin Li; Yipeng Wu; Wuyang Li; Zhiqin Yang; Zhenyuan Zhang; Yunlong Lin; Sirui Han; Brandon Y. Feng (CoRR, 2025)

Semantic-guided Diverse Decoding for Large Language Model. - Weijie Shi; Yue Cui 001; Yaguang Wu; Jingzhi Fang; Shibo Zhang; Mengze Li 001; Sirui Han; Jia Zhu 003; Jiajie Xu 001; Xiaofang Zhou 001 (CoRR, 2025)

Consistent and Invariant Generalization Learning for Short-video Misinformation Detection. - Hanghui Guo; Weijie Shi; Mengze Li 001; Juncheng Li 006; Hao Chen; Yue Cui 001; Jiajie Xu 001; Jia Zhu 003; Jiawei Shen; Zhangze Chen; Sirui Han (CoRR, 2025)

HKGAI-V1: Towards Regional Sovereign Large Language Model for Hong Kong. - Sirui Han; Junqi Zhu; Ruiyuan Zhang; Yike Guo (CoRR, 2025)

CoCoGesture: Towards coherent co-speech 3D gesture generation in the wild. - Xingqun Qi; Hengyuan Zhang; Yatian Wang; Jiahao Pan; Chen Liu 028; Muyi Sun; Wei Xue 002; Shanghang Zhang; Sirui Han; Qifeng Liu; Yike Guo (Inf. Fusion, 2026)