Training Data Efficiency in Multimodal Process Reward Models

Jinyuan Li, Chengsong Huang, Langlin Huang, Shaoyang Xu, Haolin Liu, Wenxuan Zhang, Jiaxin Huang

Forty-Third International Conference on Machine Learning (ICML) 2026, Seoul, South Korea

[Paper] | [Code]

Process Rewards with Learned Reliability

Jinyuan Li, Langlin Huang, Chengsong Huang, Shaoyang Xu, Donghong Cai, Yuyi Yang, Wenxuan Zhang, Jiaxin Huang

arXiv, 2026

[Paper] | [Code]

Beyond Alignment: Value Diversity as a Collective Property in Multicultural Agent Systems

Shaoyang Xu, Jingshen Zhang, Long P. Hoang, Jinyuan Li, Wenxuan Zhang

arXiv, 2026

[Paper] | [Code]

Darwinian Memory: A Training-Free Self-Regulating Memory System for GUI Agent Evolution

Hongze Mi, Yibo Feng, Wenjie Lu, Song Cao, Jinyuan Li, Yanming Li, Xuelin Zhang, Haotian Luo, Songyang Peng, He Cui, Tengfei Tian, Jun Fang, Hua Chai, Naiqiang Tan 

Forty-Third International Conference on Machine Learning (ICML) 2026, Seoul, South Korea

[Paper] 

G-Zero: Self-Play for Open-Ended Generation from Zero Data

Chengsong Huang, Haolin Liu, Tong Zheng, Runpeng Dai, Langlin Huang, Jinyuan Li, Zongxia Li, Zhepei Wei, Yu Meng, Jiaxin Huang

arXiv, 2026

[Paper] | [Code]

Nonsense Helps: Prompt Space Perturbation Broadens Reasoning Exploration

Langlin Huang, Chengsong Huang, Jinyuan Li, Donghong Cai, Yuyi Yang, Jiaxin Huang

arXiv, 2026

[Paper] | [Code]

RelayLLM: Efficient Reasoning via Collaborative Decoding

Chengsong Huang, Tong Zheng, Langlin Huang, Jinyuan Li, Haolin Liu, Jiaxin Huang

arXiv, 2026

[Paper] | [Code]

D-Artemis: A Deliberative Cognitive Framework for Mobile GUI Multi-Agents

Hongze Mi, Yibo Feng, Wenjie Lu, Yuqi Wang, Jinyuan Li, Song Cao, He Cui, Tengfei Tian, Xuelin Zhang, Haotian Luo, Di Sun, Naiqiang Tan, Gang Pan 

Findings of the Association for Computational Linguistics (ACL) 2026, San Diego, California 

[Paper] 

Advancing Grounded Multimodal Named Entity Recognition via LLM-Based Reformulation and Box-Based Segmentation 

Jinyuan Li, Ziyan Li, Han Li, Jianfei Yu, Rui Xia, Di Sun, Gang Pan 

IEEE Transactions on Multimedia, 2025

[Paper] | [Code]

VP-MEL: Visual Prompts Guided Multimodal Entity Linking

Hongze Mi, Jinyuan Li, Xuying Zhang, Haoran Cheng, Jiahao Wang, Di Sun, Gang Pan

Findings of the Association for Computational Linguistics (ACL) 2025, Vienna, Austria 

[Paper] | [Code]

AFAN: An Attention-Driven Forgery Adversarial Network for Blind Image Inpainting 

Jiahao Wang, Gang Pan, Di Sun, Jinyuan Li, Jiawan Zhang 

IEEE Transactions on Multimedia, 2025

[Paper] 

LLMs as Bridges: Reformulating Grounded Multimodal Named Entity Recognition 

Jinyuan Li, Han Li, Di Sun, Jiahao Wang, Wenkun Zhang, Zan Wang, Gang Pan 

Findings of the Association for Computational Linguistics (ACL) 2024, Bangkok, Thailand 

[Paper] | [Code]

Prompting ChatGPT in MNER: Enhanced Multimodal Named Entity Recognition with Auxiliary Refined Knowledge 

Jinyuan Li, Han Li, Zhuo Pan, Di Sun, Jiahao Wang, Wenkun Zhang, Gang Pan 

Findings of the Association for Computational Linguistics (EMNLP) 2023, Singapore 

[Paper] | [Code]