FinSage: A Multi-aspect RAG System for Financial Filings Question Answering. - Xinyu Wang 061; Jijun Chi; Zhenghan Tai; Tung Sum Thomas Kwok; Hailin He; Zhuhong Li; Yuchen Hua; Muzhi Li 001; Peng Lu 006; Suyuchen Wang; Yihong Wu 006; Jerry Huang; et al. (CIKM, 2025)

An Interpretable Quantum-Inspired Model for Multi-Task Natural Language Understanding. - Peng Lu 006; Jerry Huang; Xinyu Wang 061; Philippe Langlais (ECAI, 2025)

PoT-PTQ: Two-Step Power-of-Two Post-Training for LLMs. - Xinyu Wang 061; Vahid Partovi Nia; Peng Lu 006; Jerry Huang; Xiao-Wen Chang; Boxing Chen; Yufei Cui (ECAI, 2025)

Boosting Data Utilization for Multilingual Dense Retrieval. - Chao Huang; Fengran Mo; Yufeng Chen 005; Changhao Guan; Zhenrui Yue; Xinyu Wang 061; Jinan Xu; Kaiyu Huang (EMNLP, 2025)

Improving Context Fidelity via Native Retrieval-Augmented Reasoning. - Suyuchen Wang; Jinlin Wang; Xinyu Wang 061; Shiqi Li; Xiangru Tang; Sirui Hong; Xiao-Wen Chang; Chenglin Wu 001; Bang Liu 003 (EMNLP, 2025)

STRICT: Stress-Test of Rendering Image Containing Text. - Tianyu Zhang; Xinyu Wang 061; Lu Li; Zhenghan Tai; Jijun Chi; Jingrui Tian; Hailin He; Suyuchen Wang (EMNLP, 2025)

Resona: Improving Context Copying in Linear Recurrence Models with Retrieval. - Xinyu Wang 061; Linrui Ma; Jerry Huang; Peng Lu 006; Prasanna Parthasarathi; Xiao-Wen Chang; Boxing Chen; Yufei Cui (CoRR, 2025)

FinSage: A Multi-aspect RAG System for Financial Filings Question Answering. - Xinyu Wang 061; Jijun Chi; Zhenghan Tai; Tung Sum Thomas Kwok; Muzhi Li 001; Zhuhong Li; Hailin He; Yuchen Hua; Peng Lu 006; Suyuchen Wang; Yihong Wu 006; Jerry Huang; et al. (CoRR, 2025)

STRICT: Stress Test of Rendering Images Containing Text. - Tianyu Zhang; Xinyu Wang 061; Zhenghan Tai; Lu Li; Jijun Chi; Jingrui Tian; Hailin He; Suyuchen Wang (CoRR, 2025)

PoTPTQ: A Two-step Power-of-Two Post-training for LLMs. - Xinyu Wang 061; Vahid Partovi Nia; Peng Lu 006; Jerry Huang; Xiao-Wen Chang; Boxing Chen; Yufei Cui (CoRR, 2025)

An Entity Linking Agent for Question Answering. - Yajie Luo; Yihong Wu 006; Muzhi Li 001; Fengran Mo; Jia Ao Sun; Xinyu Wang 061; Liheng Ma; Yingxue Zhang 001; Jian-Yun Nie (CoRR, 2025)

Mamba Modulation: On the Length Generalization of Mamba. - Peng Lu 006; Jerry Huang; Qiuhao Zeng; Xinyu Wang 061; Boxing Wang; Philippe Langlais; Yufei Cui (CoRR, 2025)

From Evidence to Trajectory: Abductive Reasoning Path Synthesis for Training Retrieval-Augmented Generation Agents. - Muzhi Li 001; Jinhu Qi; Yihong Wu 006; Minghao Zhao 011; Liheng Ma; Yifan Li; Xinyu Wang 061; Yingxue Zhang 001; Ho-fung Leung; Irwin King (CoRR, 2025)

It Takes Two: Your GRPO Is Secretly DPO. - Yihong Wu 006; Liheng Ma; Lei Ding 013; Muzhi Li 001; Xinyu Wang 061; Kejia Chen 007; Zhan Su 002; Zhanguang Zhang; Chenyang Huang 001; Yingxue Zhang 001; Mark Coates; Jian-Yun Nie (CoRR, 2025)

Nav-EE: Navigation-Guided Early Exiting for Efficient Vision-Language Models in Autonomous Driving. - Haibo Hu; Lianming Huang; Xinyu Wang 061; Yufei Cui; Shangyu Wu; Nan Guan; Chun Jason Xue (CoRR, 2025)

EvoEdit: Evolving Null-space Alignment for Robust and Efficient Knowledge Editing. - Sicheng Lyu; Yu Gu; Xinyu Wang 061; Jerry Huang; Sitao Luan; Yufei Cui; Xiao-Wen Chang; Peng Lu 006 (CoRR, 2025)

InteractComp: Evaluating Search Agents With Ambiguous Queries. - Mingyi Deng; Lijun Huang; Yani Fan; Jiayi Zhang 017; Fashen Ren; Jinyi Bai; Fuzhen Yang; Dayi Miao; Zhaoyang Yu 004; Yifan Wu; Yanfei Zhang; Fengwei Teng; et al. (CoRR, 2025)

R2R: A Route-to-Rerank Post-Training Framework for Multi-Domain Decoder-Only Rerankers. - Xinyu Wang 061; Hanwei Wu; Qingchen Hu; Zhenghan Tai; Jingrui Tian; Lei Ding 013; Jijun Chi; Hailin He; Tung Sum Thomas Kwok; Yufei Cui; Sicheng Lyu; Muzhi Li 001; et al. (CoRR, 2025)

MATCH: Modulating Attention via In-Context Retrieval for Long-Context Transformers. - Linrui Ma; Chun Hei Lo; Xinyu Wang 061; Peng Lu 006; Xihao Yuan; Hanting Chen; Kai Han 002; Xinghao Chen 001; Chengjun Zhan; Hanlin Xu; Yichun Yin; Lifeng Shang; et al. (ACL (1), 2026)

R2 R: A Post-training Framework for Multi-domain Decoder-Only Rerankers. - Hanwei Wu; Qingchen Hu; Zhenghan Tai; Jingrui Tian; Lei Ding 013; Jijun Chi; Hailin He; Tung Sum Thomas Kwok; Yufei Cui; Sicheng Lyu; Muzhi Li 001; Mingze Li; et al. (PAKDD (2), 2026)

VeritasFi: An Adaptable, Multi-tiered RAG Framework for Multi-modal Financial Question Answering. - Zhenghan Tai; Hanwei Wu; Qingchen Hu; Jijun Chi; Hailin He; Lei Ding 013; Tung Sum Thomas Kwok; Bohuai Xiao; Yuchen Hua; Suyuchen Wang; Peng Lu 006; Muzhi Li 001; et al. (WWW, 2026)

Dynamic Quantization Error Propagation in Encoder-Decoder ASR Quantization. - Xinyu Wang 061; Yajie Luo; Yihong Wu 006; Liheng Ma; Ziyu Zhao; Jingrui Tian; Lei Ding 013; Yufei Cui; Xiao-Wen Chang (CoRR, 2026)

Beyond Hard Writes and Rigid Preservation: Soft Recursive Least-Squares for Lifelong LLM Editing. - Xinyu Wang 061; Sicheng Lyu; Yu Gu; Jerry Huang; Peng Lu 006; Yufei Cui; Xiao-Wen Chang (CoRR, 2026)

Enhancing TableQA through Verifiable Reasoning Trace Reward. - Tung Sum Thomas Kwok; Xinyu Wang 061; Hengzhi He; Xiaofeng Lin 005; Peng Lu 006; Liheng Ma; Chunhe Wang; Ying Nian Wu; Lei Ding 013; Guang Cheng 003 (CoRR, 2026)

InfMem: Learning System-2 Memory Control for Long-Context Agent. - Xinyu Wang 061; Mingze Li; Peng Lu 006; Xiao-Wen Chang; Lifeng Shang; Jinping Li; Fei Mi; Prasanna Parthasarathi; Yufei Cui (CoRR, 2026)

Co-Evolution of Policy and Internal Reward for Language Agents. - Xinyu Wang 061; Hanwei Wu; Jingwei Song; Shuyuan Zhang; Jiayi Zhang 017; Fanqi Kong; Tung Sum Thomas Kwok; Xiao-Wen Chang; Yuyu Luo; Chenglin Wu 001; Bang Liu 003 (CoRR, 2026)

TABQAWORLD: Optimizing Multimodal Reasoning for Multi-Turn Table Question Answering. - Tung Sum Thomas Kwok; Xinyu Wang 061; Xiaofeng Lin 005; Peng Lu 006; Chunhe Wang; Changlun Li; Hanwei Wu; Nan Tang 001; Elisa Kreiss; Guang Cheng 003 (CoRR, 2026)

From Table to Cell: Attention for Better Reasoning with TABALIGN. - Tung Sum Thomas Kwok; Zeyong Zhang; Xinyu Wang 061; Chunhe Wang; Xiaofeng Lin 005; Hanwei Wu; Lei Ding 013; Guang Cheng 003; Zhijiang Guo (CoRR, 2026)

Ω-QVLA: Robust Quantization for Vision-Language-Action Models via Composite Rotation and Per-step Scaling. - Xinyu Wang 061; Mingze Li; Sicheng Lyu; Dongxiu Liu; Kaicheng Yang; Ziyu Zhao; Yufei Cui; Xiao-Wen Chang; Peng Lu 006 (CoRR, 2026)

SafeRx-Agent: A Knowledge-Grounded Multi-Agent Framework for Safe and Explainable Medication Recommendation. - Xinyu Wang 061; Hanwei Wu; Zhenghan Tai; Sicheng Lyu; Qincheng Lu; Ziyu Zhao; Jijun Chi; Jingrui Tian; Xiao-Wen Chang; Ziyang Song (CoRR, 2026)