Publications

* equal contribution  ·  ✉ corresponding author  ·  39 papers

Conference Papers

1.

EMNLP 2026CCF-B

LookStep: Efficient Vision-Language Navigation with Linguistic Foresight and Event Driven Memory.Kun-Yang Yu, Yingzhe Li, Hongyu Xu, Shi-Yu Tian, Zhi Zhou^✉, Yang Chen, Ming Yang, Sheng Wang, Qing Yu, Lan-Zhe Guo, Yu-Feng Li^✉.Paper · Code · Project

2.

EMNLP 2026CCF-B

SymboLLM-FE: LLM-Accelerated Symbolic Regression for Automated Feature Engineering on Tabular Data.Zi-Jian Cheng, Ziyi Jia, Zhi Zhou, Yu-Feng Li, Lan-Zhe Guo.Paper · Code · Project · BibTeX

3.

EMNLP 2026CCF-B

SkillShift-Bench: Benchmarking Skill Learning under Environment Evolution for Web Agents.Boyu Chen, Zhi Zhou^✉, Yu-Feng Li^✉.Dataset · Code · Project · BibTeX

4.

ICML 2026CCF-A

On the Learnability of Test-Time Adaptation: A Recovery Complexity Perspective.Zhi Zhou, Ming Yang, Shi-Yu Tian, Kun-Yang Yu, Lan-Zhe Guo, Yu-Feng Li^✉.Paper · Project · BibTeX

5.

ICML 2026CCF-A

Quantitative Estimation of Target Task Performance from Unsupervised Pretext Task in Semi/Self-Supervised Learning.Lin-Han Jia, Siyu Han, Wen-Chao Hu, Jie-Jing Shao, Wen-Da Wei, Zhi Zhou, Lan-Zhe Guo^✉, Yu-Feng Li^✉.Paper · BibTeX

6.

ICML 2026CCF-A

VT-Bench: A Unified Benchmark for Visual-Tabular Multi-Modal Learning.Ziyi Jia, Zi-Jian Cheng, Xinyue Zhang, Kun-Yang Yu, Zhi Zhou, Yu-Feng Li, Lan-Zhe Guo^✉.Paper · BibTeX

7.

ICLR 2026CCF-A

FormalML: A Benchmark for Evaluating Formal Subgoal Completion in Machine Learning Theory.Xiao-Wen Yang, Zihao Zhang, Jianuo Cao, Zhi Zhou, Zenan Li, Lan-Zhe Guo, Yuan Yao, Taolue Chen, Yu-Feng Li^✉, Xiaoxing Ma^✉.Paper · BibTeX

8.

AAAI 2026CCF-A

Step Back to Leap Forward: Self-Backtracking for Boosting Reasoning of Language Models.Xiao-Wen Yang, Xuan-Yi Zhu, Wen-Da Wei, Ding-Chu Zhang, Jie-Jing Shao, Zhi Zhou, Lan-Zhe Guo, Yu-Feng Li^✉.Paper · BibTeX

9.

ECCV 2026CCF-B

NeSy-Route: A Neuro-Symbolic Benchmark for Constrained Route Planning in Remote Sensing.Ming Yang, Zhi Zhou^✉, Shi-Yu Tian, Kun-Yang Yu, Lan-Zhe Guo, Yu-Feng Li^✉.Paper · Dataset · Code · Project · BibTeX

10.

NeurIPS 2025CCF-AHF #1 Paper of the Day

A Theoretical Study on Bridging Internal Probability and Self-Consistency for LLM Reasoning.Zhi Zhou, Yuhao Tan, Zenan Li, Yuan Yao, Lan-Zhe Guo, Yu-Feng Li^✉, Xiaoxing Ma^✉.Paper · Project · BibTeX

11.

EMNLP 2025CCF-BOral

VCSearch: Bridging the Gap Between Well-Defined and Ill-Defined Problems in Mathematical Reasoning.Shi-Yu Tian^*, Zhi Zhou^*, Kun-Yang Yu, Ming Yang, Lin-Han Jia, Lan-Zhe Guo^✉, Yu-Feng Li^✉.Paper · BibTeX

12.

Findings @ EMNLP 2025

AutoEvolve: Automatically Evolving Queries for Applicable and Scalable Retrieval-Augmented Generation Benchmarking.Ding-Chu Zhang, Xiaowen Zhang, Yue Fei, Renjun Hu, Xiao-Wen Yang, Zhi Zhou, Baixuan Li, Yu-Feng Li^✉, Xing Shi, Wei Lin.Paper · BibTeX

13.

IJCAI 2025CCF-A

CGI: Identifying Conditional Generative Models with Example Images.Zhi Zhou, Hao-Zhe Tan, Peng-Xiao Song, Lan-Zhe Guo^✉.Paper · Poster · BibTeX

14.

IJCAI 2025CCF-A

Neuro-Symbolic Artificial Intelligence: Towards Improving the Reasoning Abilities of Large Language Models.Xiao-Wen Yang^*, Jie-Jing Shao^*, Lan-Zhe Guo^*, Bo-Wen Zhang, Zhi Zhou, Lin-Han Jia, Wang-Zhou Dai, Yu-Feng Li^✉.Paper · BibTeX

15.

IJCAI 2025CCF-A

Fully Test-Time Adaptation for Feature Decrement in Tabular Data.Zi-Jian Cheng, Zi-Yi Jia, Kun-Yang Yu, Zhi Zhou, Lan-Zhe Guo^✉.Paper · BibTeX

16.

IJCAI 2025CCF-A

BMIP: Bi-directional Modality Interaction Prompt Learning for VLM.Song-Lin Lv, Yu-Yang Chen, Zhi Zhou, Ming Yang, Lan-Zhe Guo^✉.Paper · BibTeX

17.

ICML 2025CCF-A

Pre-Trained Vision-Language Model Selection and Reuse for Downstream Tasks.Hao-Zhe Tan, Zhi Zhou, Lan-Zhe Guo^✉, Yu-feng Li.Paper · BibTeX

18.

ICML 2025CCF-A

TabFSBench: Tabular Benchmark for Feature Shifts in Open Environment.Zi-Jian Cheng, Ziyi Jia, Zhi Zhou, Lan-Zhe Guo, Yu-Feng Li^✉.Paper · BibTeX

19.

ICLR 2025CAAI-A

CARTS: Advancing Neural Theorem Proving with Diversified Tactic Calibration and Bias-Resistant Tree Search.Xiao-Wen Yang, Zhi Zhou, Haiming Wang, Aoxue Li, Wen-Da Wei, Hui Jin, Zhenguo Li, Yu-Feng Li^✉.Paper · BibTeX

20.

AAAI 2025CCF-A

Fully Test-time Adaptation for Tabular Data.Zhi Zhou^*, Kun-Yang Yu^*, Lan-Zhe Guo^✉, Yu-Feng Li^✉.Paper · Project · BibTeX

21.

NeurIPS 2024CCF-A

Neuro-Symbolic Data Generation for Math Reasoning.Zenan Li^*, Zhi Zhou^*, Yuan Yao, Xian Zhang^✉, Yu-Feng Li, Chun Cao, Fan Yang, Xiaoxing Ma^✉.Paper · BibTeX

22.

IJCAI 2024CCF-A

LSPAN: Spectrally Localized Augmentation for Graph Consistency Learning.Heng-Kai Zhang, Yi-Ge Zhang, Zhi Zhou, Yu-Feng Li^✉.Paper · BibTeX

23.

ICML 2024CCF-A

DeCoOp: Robust Prompt Tuning with Out-of-Distribution Detection.Zhi Zhou, Ming Yang, Jiang-Xin Shi, Lan-Zhe Guo^✉, Yu-Feng Li.Paper · Project · Poster · BibTeX

24.

ICML 2024CCF-A

Long-tail Learning with Foundation Model: Heavy Fine-tuning Hurts.Jiang-Xin Shi^*, Tong Wei^*, Zhi Zhou, Jie-Jing Shao, Xin-Yan Han, Yu-Feng Li^✉.Paper · BibTeX

25.

ICLR 2024CAAI-A

Realistic Evaluation of Semi-supervised Learning Algorithms in Open Environments.Lin-Han Jia, Lan-Zhe Guo^✉, Zhi Zhou, Yu-Feng Li^✉.Paper · BibTeX

26.

AAAI 2024CCF-A

HONGAT: Graph Attention Networks in the Presence of High-Order Neighbors.Heng-Kai Zhang, Yi-Ge Zhang, Zhi Zhou, Yu-Feng Li^✉.Paper · BibTeX

27.

AAAI 2024CCF-A

Robust Test-Time Adaptation for Zero-Shot Prompt Tuning.Ding-Chu Zhang^*, Zhi Zhou^*, Yu-Feng Li^✉.Paper · Code · Poster · Slides · BibTeX

28.

ICML 2023CCF-AOral

ODS: Test-Time Adaptation in the Presence of Open-World Data Shift.Zhi Zhou, Lan-Zhe Guo, Lin-Han Jia, Ding-Chu Zhang, Yu-Feng Li^✉.Paper · Code · Poster · Slides · Video · BibTeX

29.

ICML 2023CCF-AOral

Bidirectional Adaptation for Robust Semi-Supervised Learning with Inconsistent Data Distributions.Lin-Han Jia, Lan-Zhe Guo, Zhi Zhou, Jie-Jing Shao, Yu-Ke Xiang, Yu-Feng Li^✉.Paper · Code · BibTeX

30.

ICML 2023CCF-A

Identifying Useful Learnwares for Heterogeneous Label Spaces.Lan-Zhe Guo^*, Zhi Zhou^*, Yu-Feng Li^✉, Zhi-Hua Zhou.Paper · Poster · BibTeX

31.

NeurIPS 2022 D&BCCF-A

USB: A Unified Semi-supervised Learning Benchmark for Classification.Yi-Dong Wang^*, Hao Chen^*, Yue Fan^*, Wang Sun, Ran Tao, Wen-Xin Hou, Ren-Jie Wang, Lin-Yi Yang, Zhi Zhou, Lan-Zhe Guo, He-Li Qi, Zhen Wu, Yu-Feng Li, Satoshi Nakamura, Wei Ye, Marios Savvides, Bhiksha Raj, Takahiro Shinozaki, Bernt Schiele, Jin-Dong Wang^✉, Xing Xie, Yue Zhang^✉.Paper · Code · BibTeX

32.

NeurIPS 2021CCF-A

STEP: Out-of-Distribution Detection in the Presence of Limited In-Distribution Labeled Data.Zhi Zhou^*, Lan-Zhe Guo^*, Zhan-Zhan Cheng, Yu-Feng Li^✉, Shi-Liang Pu.Paper · Code · Poster · Slides · BibTeX

33.

KDD 2021CCF-A

Learning from Imbalanced and Incomplete Supervision with Its Application to Ride-Sharing Liability Judgment.Lan-Zhe Guo^*, Zhi Zhou^*, Jie-Jing Shao, Yu-Feng Li^✉, and DiDi Collaborators.Paper · BibTeX

34.

KDD 2020CCF-A

RECORD: Resource Constrained Semi-Supervised Learning under Distribution Shift.Lan-Zhe Guo, Zhi Zhou, and Yu-Feng Li^✉.Paper · Code · BibTeX

Journal Papers

1.

FCS 2024CCF-B

Rts: Learning Robustly from Time Series Data with Noisy Label.Zhi Zhou, Yi-Xuan Jin, Yu-Feng Li^✉.Paper · Code · BibTeX

2.

SCIS Letter 2024CCF-A

LAMDA-SSL: A Comprehensive Semi-Supervised Learning Toolkit.Lin-Han Jia, Lan-Zhe Guo^✉, Zhi Zhou, Yu-Feng Li^✉.Arxiv · Code · BibTeX

3.

JOS 2024CCF-A

Towards Robust Test-Time Adaptation for Open-Set Recognition.Zhi Zhou, Ding-Chu Zhang, Yu-Feng Li^✉, Min-Ling Zhang.Paper · BibTeX

Workshop Papers

1.

SCI-FM Workshop @ ICLR 2025

LawGPT: Knowledge-Guided Data Generation and Its Application to Legal LLM.Zhi Zhou, Kun-Yang Yu, Shi-Yu Tian, Xiao-Wen Yang, Jiang-Xin Shi, Peng-Xiao Song, Yi-Xuan Jin, Lan-Zhe Guo^✉, Yu-Feng Li^✉.Paper · BibTeX

2.

Diffusion Workshop @ NeurIPS 2023

You Only Submit One Image to Find the Most Suitable Generative Model.Zhi Zhou, Lan-Zhe Guo^✉, Pengxiao Song, Yu-Feng Li^✉.Page · Paper · BibTeX