Xinya Du

Assistant Professor, University of Texas at Dallas

Joined

July 2019

Names

Xinya Du

Emails

****@cornell.edu (Confirmed)

****@illinois.edu (Confirmed)

****@utdallas.edu (Confirmed)

Personal Links

Career & Education History

Assistant Professor

University of Texas at Dallas (utdallas.edu)

2022 – Present

PhD student

Cornell University (cornell.edu)

2016 – 2021

Advisors, Relations & Conflicts

No relations added

Expertise

Natural Language Processing

Present

Machine Learning

Present

Information Extraction

Present

Publications

HiPRAG: Hierarchical Process Rewards for Efficient Agentic Retrieval Augmented Generation
Peilin Wu, Mian Zhang, Kun Wan, Wentian Zhao, Kaiyu He, Xinya Du, Zhiyu Chen
- ICLR 2026 Poster
- Readers: Everyone
CLUE: Non-parametric Verification from Experience via Hidden-State Clustering
Zhenwen Liang, Ruosen Li, Yujun Zhou, Linfeng Song, Dian Yu, Xinya Du, Haitao Mi, Dong Yu
- ICLR 2026 Conference Withdrawn Submission
- Readers: Everyone
GEAR: A $\textbf{G}$eneral $\textbf{E}$valuation Framework for $\textbf{A}$bductive $\textbf{R}$easoning
Kaiyu He, Peilin Wu, Mian Zhang, Kun Wan, Wentian Zhao, Xinya Du, Zhiyu Chen
- Submitted to ICLR 2026
- Readers: Everyone
LDC: Learning to Generate Research Idea with Dynamic Control
Ruochen Li, Liqiang Jing, Chi Han, Jiawei Zhou, Xinya Du
- ICLR 2026 Conference Withdrawn Submission
- Readers: Everyone
Be Consistent! Enhancing Robust Visual Reasoning in LVLMs with Consistency Constraints
Liqiang Jing, Xiong Zhou, Siddharth Varia, Neha Anna John, Xinya Du, Vassilis N. Ioannidis
- Submitted to ICLR 2026
- Readers: Everyone
SFT or RL? An Early Investigation into Training R1-Like Reasoning Large Vision-Language Models
Hardy Chen, Haoqin Tu, Fali Wang, Hui Liu, Xianfeng Tang, Xinya Du, Yuyin Zhou, Cihang Xie
- Accepted by TMLR
- Readers: Everyone
FG-PRM: Fine-grained Hallucination Detection and Mitigation in Language Model Mathematical Reasoning
Ziming Luo, Ruosen Li, Xinya Du
- KnowFM @ ACL 2025
- Readers: Everyone
FIFA: Unified Faithfulness Evaluation Framework for Text-to-Video and Video-to-Text Generation
Liqiang Jing, Viet Dac Lai, Seunghyun Yoon, Trung Bui, Xinya Du
- KnowFM @ ACL 2025
- Readers: Everyone
A Comprehensive Analysis for Visual Object Hallucination in Large Vision-Language Models
Liqiang Jing, Hardy Chen, Ehsan Aghazadeh, Xin Eric Wang, Xinya Du
- KnowFM @ ACL 2025
- Readers: Everyone
FGAIF: Aligning Large Vision-Language Models with Fine-grained AI Feedback
Liqiang Jing, Xinya Du
- Accepted by TMLR
- Readers: Everyone

View all 50 publications

Co-Authors

View all 104 co-authors