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BF16位级编辑
Ising模型
推理循环修复
模型编辑
组合优化
冻结权重，在模拟器中演练并把世界反馈写入上下文，单演示零梯度成功率83.4%
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上下文学习
世界反馈
仿真到现实迁移
具身智能体
机器人操作
用负文本条件在生成器内共享伪速度估计，去除DMD独立伪网络，实现少步流式视频生成
Deyuan Liu, Jungang Li, Kaiwen Zheng, Kai Jiang, Jintao Chen, Yaole Wang,...
分布匹配蒸馏
少步采样
流匹配
流式生成
自回归生成
把每条记忆教训链接回源轨迹，让智能体行动前下钻核验证据，减少记忆致退化。
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LLM智能体
智能体记忆
程序性记忆
经验复用
记忆致退化
冻结语义编码器经残差调制与分组乘积量化，一套离散视觉码同时支撑理解、生成、编辑与重建
Xiaotong Li, Zhengrong Yue, Xu Huang, Jialv Zou, Minhao Jing, Wenhao Yan,...
乘积量化
原生分辨率
离散视觉分词器
统一多模态建模
自回归生成
提出5448题、16类任务的决策模型基准，暴露多选完整性与概率校准两大短板
Junhao Shen, Qing Zong, Yue Guo, Zhanqiu Zhang, Yiwen Guo, Hong Cheng
Agent能力
System-1决策模型
基准污染防治
基准评测
多选题评测
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Jack Lu, Zhenbang Yang, Mike Lasby, Tejas Pote, Yani Ioannou, Mengye Ren
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Haoran Zhang, Huizhen Sun, Hanbin Wen, Jie Leng, Jiaxin Zhu, Zhaohua Sun
Yuqi Wang, Fengyuan Liu, Mukai Li, Haochen Luo, Lei Li, Qi Liu
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Kangrui Wang, Qineng Wang, Changhe Chen, Pingyue Zhang, Chi Gui, Feishi...
Guowei Xu, Jiaru Zou, Mete Erdogan, Haotian Ye, Pan Lu, James Zou
Ömer Tekin Yavuz
Vikash Singh, Weicong Chen, Debargha Ganguly, Yanyan Zhang, Mohsen Hariri,...
Sachith Abeywickrama, Emadeldeen Eldele, Min Wu, Xiaoli Li, Chau Yuen
Qinfeng Zhu, Weiguang Zhao, Ke Sun, Xihao Guo, Yunxi Jiang, Rui Zhang, Lei...
Alex Shtoff
Tomer Solberg
Sedjro Salomon Hotegni, Konstantin Sonntag, Paul-Christian Bürkner, Sebastian Peitz
Xinjie Shen
Changti Wu, Ruizhe Fan, Bin Wang, Lei Zhang, Yuxiang Zhang
Chenghao Gao, Zhi Zhang, Dian Jin, Yihe Pan, Doudou Zhou
Jeff Tan, Hang Dai, Zeqian Long, Yanzhe Lyu, R. Kenny Jones, Shangzhe Wu,...