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2020 – today
- 2026
[j1]Qianjun Pan, Wenkai Ji, Yuyang Ding, Junsong Li, Shilian Chen, Junyi Wang, Jie Zhou, Qin Chen, Min Zhang, Yulan Wu, Liang He:
A survey of slow thinking-based reasoning LLMs using reinforcement learning and test-time scaling law. Inf. Process. Manag. 63(2): 104394 (2026)- 2025
- [c2]Junsong Li, Jie Zhou, Yutao Yang, Bihao Zhan, Qianjun Pan, Yuyang Ding, Qin Chen, Jiang Bo, Xin Lin, Liang He:
Teaching LLMs for Step-Level Automatic Math Correction via Reinforcement Learning. ICME 2025: 1-6 - [c1]Wentao Liu
, Qianjun Pan, Yi Zhang, Zhuo Liu, Ji Wu, Jie Zhou, Aimin Zhou, Qin Chen, Bo Jiang, Liang He:
CMM-Math: A Chinese Multimodal Math Dataset To Evaluate and Enhance the Mathematics Reasoning of Large Multimodal Models. ACM Multimedia 2025: 12585-12591 - [i8]Junsong Li, Jie Zhou, Yutao Yang, Bihao Zhan, Qianjun Pan, Yuyang Ding, Qin Chen, Jiang Bo, Xin Lin, Liang He:
Teaching LLMs for Step-Level Automatic Math Correction via Reinforcement Learning. CoRR abs/2503.18432 (2025) - [i7]Qianjun Pan, Wenkai Ji, Yuyang Ding, Junsong Li, Shilian Chen, Junyi Wang, Jie Zhou, Qin Chen, Min Zhang, Yulan Wu, Liang He:
A Survey of Slow Thinking-based Reasoning LLMs using Reinforced Learning and Inference-time Scaling Law. CoRR abs/2505.02665 (2025) - [i6]Yutao Yang, Jie Zhou, Junsong Li, Qianjun Pan, Bihao Zhan, Qin Chen, Xipeng Qiu, Liang He:
Reinforced Interactive Continual Learning via Real-time Noisy Human Feedback. CoRR abs/2505.09925 (2025) - [i5]Yuxuan Cai, Yipeng Hao, Jie Zhou, Hang Yan, Zhikai Lei, Rui Zhen, Zhenhua Han, Yutao Yang, Junsong Li, Qianjun Pan, Tianyu Huai, Qin Chen, Xin Li, Kai Chen, Bo Zhang, Xipeng Qiu, Liang He:
Building Self-Evolving Agents via Experience-Driven Lifelong Learning: A Framework and Benchmark. CoRR abs/2508.19005 (2025) - [i4]Shilian Chen, Jie Zhou, Tianyu Huai, Yujiang Lu, Junsong Li, Bihao Zhan, Qianjun Pan, Yutao Yang, Xin Li, Qin Chen, Hang Yan, Liang He:
Black-box Model Merging for Language-Model-as-a-Service with Massive Model Repositories. CoRR abs/2509.12951 (2025) - [i3]Bihao Zhan, Jie Zhou, Junsong Li, Yutao Yang, Shilian Chen, Qianjun Pan, Xin Li, Wen Wu, Xingjiao Wu, Qin Chen, Hang Yan, Liang He:
Forget What's Sensitive, Remember What Matters: Token-Level Differential Privacy in Memory Sculpting for Continual Learning. CoRR abs/2509.12958 (2025) - [i2]Junsong Li, Jie Zhou, Bihao Zhan, Yutao Yang, Qianjun Pan, Shilian Chen, Tianyu Huai, Xin Li, Qin Chen, Liang He:
LifeAlign: Lifelong Alignment for Large Language Models with Memory-Augmented Focalized Preference Optimization. CoRR abs/2509.17183 (2025) - 2024
- [i1]Wentao Liu, Qianjun Pan, Yi Zhang, Zhuo Liu, Ji Wu, Jie Zhou, Aimin Zhou, Qin Chen, Bo Jiang, Liang He:
CMM-Math: A Chinese Multimodal Math Dataset To Evaluate and Enhance the Mathematics Reasoning of Large Multimodal Models. CoRR abs/2409.02834 (2024)
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