Research
My research interest now aligns with fundamental machine learning and multi-source learning from the perspective of data.
(* equal contributions)
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Structured Kernel Surrogate Models for Multimodal Attribution
Ziniu Zhang*, Zhenshuo Zhang*, Jianglin Lu, Ruoxuan Xiong, Yun Fu, Hongyang R. Zhang
NeurIPS 2026
Paper
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Quantifying the Stability of Multi-Step Reasoning via Error Amplification
Dongyue Li, Ziniu Zhang, Minxuan Duan, Hongyang R. Zhang
NeurIPS 2026
Paper
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Long-Context Demonstration Selection Using State Space Models
Ziniu Zhang, Zhenshuo Zhang, Ruoxuan Xiong, Gene Cooperman, Hongyang R. Zhang
EMNLP 2026 (Findings)
Project
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Paper
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MoPLEx: Estimating Plackett-Luce Mixture Models for Multi-Objective Alignment
Dongyue Li, Ziniu Zhang, Lu Wang, Hongyang R. Zhang
EMNLP 2026
Project
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Paper
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Learning Multimodal Embeddings for Traffic Accident Prediction and Causal Estimation
Ziniu Zhang, Minxuan Duan, Haris N. Koutsopoulos, Hongyang R. Zhang
KDD 2026
Project
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Paper
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Video
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Linear-Time Demonstration Selection for In-Context Learning via Gradient Estimation
Ziniu Zhang*, Zhenshuo Zhang*, Dongyue Li, Lu Wang, Jennifer Dy, Hongyang R. Zhang
EMNLP 2025
Project
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Paper
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Efficient Ensemble for Fine-tuning Language Models on Multiple Datasets
Dongyue Li, Ziniu Zhang, Lu Wang, Hongyang R. Zhang
ACL 2025
Project
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Paper
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Blog
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Scalable Fine-tuning from Multiple Data Sources: A First-Order Approximation Approach
Dongyue Li*, Ziniu Zhang*, Lu Wang, Hongyang R. Zhang
EMNLP 2024 (Findings)
Project
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Paper
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MMInA: Benchmarking Multihop Multimodal Internet Agents
Shulin Tian*, Ziniu Zhang*, Liangyu Chen*, Ziwei Liu
ACL 2025 (Findings)
Project
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Paper
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Demo
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Awards
- Silver medal in the 47th ACM-ICPC International Collegiate Programming Contest Asian Regional (Rank: 48/511)
- Silver medal in the 8th China Collegiate Programming Contest (CCPC).
- Bronze medal in the 7th China Collegiate Programming Contest (CCPC).
- First Prize in the 23rd National Olympiad in Informatics in Provinces (NOIP) (Senior group).
- Outstanding Undergraduate Thesis Award, UESTC.
- Scholarship for Overseas Visiting Student Program, UESTC.
- First-class Student Scholarship, UESTC.
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Service
- Reviewer: AAAI (2025-2027), ICML (2026), NeurIPS (2026), AISTATS (2025-2027), COLM (2026), CIKM (2026), DMLR (2024-2025), TMLR (2024-2026).
- Teaching Assistant: DS 5220 Supervised Machine Learning and Learning Theory; CS 4100 Introduction to Artificial Intelligence, Northeastern University.
- Volunteer in the 10th China Collegiate Programming Contest (CCPC) Final.
- Member of the technical group of 2021 National Olympiad in Informatics in Provinces (NOIP).
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Appendix
- I'm addicted to badminton and have won several medals in UESTC. My favorite player is Shi Yu Qi.
- I'm also passionate about cycling. I have completed several routes exceeding 100 km. My goal is to cycle along G318 to Lhasa.
- I served as the major volunteer in 31st FISU World University Games.
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