Yinya Huang

Postdoc, ETH AI Center, ETH Zurich

Joined

January 2023

Names

Yinya Huang (Preferred)

Emails

****@gmail.com (Confirmed)

****@hotmail.com (Confirmed)

****@inf.ethz.ch (Confirmed)

****@ai.ethz.ch (Confirmed)

Personal Links

Career & Education History

Postdoc

ETH AI Center, ETH Zurich (ai.ethz.ch)

2025 – Present

Postdoc

Department of Computer Science, City University of Hong Kong (cityu.edu.hk)

2023 – 2024

Intern

Tencent AI Lab (tencent.com)

2020 – 2023

PhD student

SUN YAT-SEN UNIVERSITY (sysu.edu.cn)

2018 – 2023

Advisors, Relations & Conflicts

Postdoc Advisor

Mrinmaya Sachan

2025 – Present

Expertise

No areas of expertise listed

Publications

Uncovering Hidden Correctness in LLM Causal Reasoning via Symbolic Verification
Paul He, Yinya Huang, Mrinmaya Sachan, Zhijing Jin
- EACL 2026 Main
- Readers: Everyone
CauSciBench: A Comprehensive Benchmark on End-to-End Causal Inference for Scientific Research
Sawal Acharya, Terry Jingchen Zhang, Andrew Kim, Anahita Haghighat, Sun Xianlin, Pepijn Cobben, Rahul Babu Shrestha, Maximilian Mordig, Jacob T. Emmerson, Furkan Danisman, Yuen Chen, Clijo Jose, Andrei Ioan Muresanu, Justin Cui, Jiarui Liu, Yahang Qi, Punya Syon Pandey, Yinya Huang, Bernhard Schölkopf, Mrinmaya Sachan et al. (1 additional authors not shown)
- Submitted to ICLR 2026
- Readers: Everyone
LEXam: Benchmarking Legal Reasoning on 340 Law Exams
Yu Fan, Jingwei Ni, Jakob Merane, Yang Tian, Yoan Hermstrüwer, Yinya Huang, Mubashara Akhtar, Etienne Salimbeni, Florian Geering, Oliver Dreyer, Daniel Brunner, Markus Leippold, Mrinmaya Sachan, Alexander Stremitzer, Christoph Engel, Elliott Ash, Joel Niklaus
- ICLR 2026 Poster
- Readers: Everyone
TreeRPO: Tree Relative Policy Optimization
Zhicheng Yang, Zhijiang Guo, Yinya Huang, Yongxin Wang, Yiwei Wang, Xiaodan Liang, Jing Tang
- ICLR 2026 Conference Withdrawn Submission
- Readers: Everyone
Critique to Verify: Accurate and Honest Test-Time Scaling with RL-Trained Verifiers
Zhicheng Yang, Zhijiang Guo, Yinya Huang, Yongxin Wang, Yiwei Wang, Xiaodan Liang, Jing Tang
- ICLR 2026 Conference Withdrawn Submission
- Readers: Everyone
Depth-Breadth Synergy in RLVR: Unlocking LLM Reasoning Gains with Adaptive Exploration
Zhicheng Yang, Zhijiang Guo, Yinya Huang, Yongxin Wang, Dongchun Xie, Yiwei Wang, Xiaodan Liang, Jing Tang
- ICLR 2026 Conference Withdrawn Submission
- Readers: Everyone
Capturing Semantic Correctness for Causal Reasoning Evaluation via Symbolic Verification
Paul He, Yinya Huang, Mrinmaya Sachan, Zhijing Jin
- NeurIPS 2025 Workshop CauScien Poster
- Readers: Everyone
Position: The Physics-Physical Reasoning Interplay is Key for Future Embodied World Models
Terry Jingchen Zhang, Kun Xiang, Yinya Huang, Jixi He, Zirong Liu, Yueling Tang, Ruizhe Zhou, Chengyu Yu, Xiaodan Liang
- LAW
- Readers: Everyone
Revive Legacy Scientific Reasoning Benchmark by Growing Perturbation
Terry Jingchen Zhang, Wenyuan Jiang, Yinya Huang
- NeurIPS2025-AI4Science Poster
- Readers: Everyone
Lean Meets Theoretical Computer Science: Scalable Synthesis of Theorem Proving Challenges in Formal-Informal Pairs
Terry Jingchen Zhang, Wenyuan Jiang, Rongchuan Liu, Yisong Wang, Ning Wang, Junran Yang, Yinya Huang, Mrinmaya Sachan
- AI4Math@ICML25 Poster
- Readers: Everyone

View all 26 publications

Co-Authors

View all 101 co-authors