Direction8

TTCS: Test-Time Curriculum Synthesis for Self-Evolving

Chengyi Yang, Zhishang Xiang, Yunbo Tang, Zongpei Teng, Chengsong Huang, Fei Long, Yuhan Liu, Jinsong Su

九月 2026 In Proc. of NeurIPS 2026 Main Track. (CCF-A类)

SPEC-Distill: Towards Efficient Speculative Distillation for Reinforcement Learning with Verifiable Rewards

Bingshuai Liu, Zijun Min, Ante Wang, Jiajun Cao, Haibo Zhang, Liang Yao, Shuman Liu, Anxiang Zeng, Jinsong Su

八月 2026 In Proc. of EMNLP 2026. (CCF-B类)

Neuron-Guided Fine-Tuning: Unlocking Efficient Alignment Mechanisms for Large Language Models

Zeyu Wu, Junchao Wu, Shudong Liu, Runzhe Zhan, Xin Chen, Shu Yang, Yichao Du, Longyue Wang, Weihua Luo, Jinsong Su, Derek F. Wong

八月 2026 In Proc. of EMNLP 2026 findings

HEALing Entropy Collapse: Enhancing Exploration in Few-Shot RLVR via Hybrid-Domain Entropy Dynamics Alignment

Zhanyu Liu, Qingguo Hu, Ante Wang, Chenqing Liu, Zhishang Xiang, Hui Li, Delai Qiu, Jinsong Su

四月 2026 In Proc. of ACL 2026. (CCF-A类)

Orchestrating Tokens and Sequences: Dynamic Hybrid Policy Optimization for RLVR

Zijun Min, Bingshuai Liu, Ante Wang, Long Zhang, Anxiang Zeng, Haibo Zhang, Jinsong Su

四月 2026 In Proc. of ACL 2026 findings

GIFT: Guided Fine-Tuning and Transfer for Enhancing Instruction-Tuned Language Models

Zhiwen Ruan, Yichao Du, Jianjie Zheng, Longyue Wang, Yun Chen, Peng Li, Jinsong Su, Yang Liu, Guanhua Chen

四月 2026 In Proc. of ACL 2026. (CCF-A类)

LLaVE: Large Language and Vision Embedding Models with Hardness-Weighted Contrastive Learning

Zhibin Lan, Liqiang Niu, Fandong Meng, Jie Zhou, Jinsong Su

八月 2025 In Proc. of EMNLP 2025 findings

EpiCoder: Encompassing Diversity and Complexity in Code Generation

Yaoxiang Wang, Haoling Li, Xin Zhang, Jie Wu, Xiao Liu, Wenxiang Hu, Zhongxin Guo, Yangyu Huang, Ying Xin, Yujiu Yang, Jinsong Su, Qi Chen, Scarlett Li

五月 2025 In Proc. of ICML 2025. (CCF-A类)

Boosting Visual Knowledge-Intensive Training for LVLMs through Causality-driven Visual Object Completion

Qingguo Hu, Ante Wang, Jia Song, Delai Qiu, Qingsong Liu, Jinsong Su

五月 2025 In Proc. of IJCAI 2025. (CCF-A类)

A Learning Rate Path Switching Training Paradigm for Version Updates of Large Language Models

Zhihao Wang, Shiyu Liu, Jianheng Huang, Wang Zheng, Yixuan Liao, Xiaoxin Chen, Junfeng Yao, Jinsong Su

五月 2024 In Proc. of EMNLP 2024. (CCF-B类)