📑 代表性论文（完整列表）
Contextual Intelligence: Sensing the Outside
聚焦上下文工程与上下文学习，提升智能体在复杂开放环境中的持续学习与适应能力。
- Meta Context Engineering via Agentic Skill Evolution, Haoran Ye, Xuning He, Vincent Arak, Haonan Dong, Guojie Song
- Meta-R1: Empowering Large Reasoning Models with Metacognition, Haonan Dong, Haoran Ye, Wenhao Zhu, Kehan Jiang, Guojie Song
Value Intelligence: Governing from Within
聚焦价值建模、价值测量与价值对齐，构建可解释、可治理、可验证的智能内核。
SurveyPsychometrics with AI Foundation Models, Haoran Ye, Tianrui Huo, Zheng Guo, Xin Zhang, Haonan Dong, Guojie SongSurveyLarge Language Model Psychometrics: A Systematic Review of Evaluation, Validation, and Enhancement, Haoran Ye, Jing Jin, Yuhang Xie, Xin Zhang, Guojie SongACL 2025 MainGenerative Psycho-Lexical Approach for Constructing Value Systems in Large Language Models, Haoran Ye, Tianze Zhang, Yuhang Xie, Liyuan Zhang, Yuanyi Ren, Xin Zhang, Guojie SongAAAI 2025Measuring Human and AI Values Based on Generative Psychometrics with Large Language Models, Haoran Ye, Yuhang Xie, Yuanyi Ren, Hanjun Fang, Xin Zhang, Guojie SongACL 2024 MainValueBench: Towards Comprehensively Evaluating Value Orientations and Understanding of Large Language Models, Yuanyi Ren, Haoran Ye, Hanjun Fang, Xin Zhang, Guojie Song
Swarm Intelligence: Scaling through Unity
聚焦可学习的群体智能与测试时扩展机制，推动多智能体协作与群智涌现。
NeurIPS 2024ReEvo: Large Language Models as Hyper-Heuristics with Reflective Evolution, Haoran Ye, Jiarui Wang, Zhiguang Cao, Federico Berto, Chuanbo Hua, Haeyeon Kim, Jinkyoo Park, Guojie SongNeurIPS 2023DeepACO: Neural-enhanced Ant Systems for Combinatorial Optimization, Haoran Ye, Jiarui Wang, Zhiguang Cao, Helan Liang, Yong LiAAAI 2024GLOP: Learning Global Partition and Local Construction for Solving Large-scale Routing Problems in Real-time, Haoran Ye, Jiarui Wang, Helan Liang, Zhiguang Cao, Yong Li, Fanzhang LiKDD 2025TransPlace: Transferable Circuit Global Placement via Graph Neural Network, Yunbo Hou, Haoran Ye, Shuwen Yang, Yingxue Zhang, Siyuan Xu, Guojie SongKDD 2024RoutePlacer: An End-to-End Routability-Aware Placer with Graph Neural Network, Yunbo Hou, Haoran Ye, Yingxue Zhang, Siyuan Xu, Guojie SongKDD 2025 D&B TrackRL4CO: an Extensive Reinforcement Learning for Combinatorial Optimization Benchmark, Federico Berto, Chuanbo Hua, Junyoung Park, Laurin Luttmann, Yining Ma, Fanchen Bu, Jiarui Wang, Haoran Ye, Minsu Kim, and more authors