Episodes

WebResearcher: Unleashing unbounded reasoning capability in Long-Horizon Agents

Episode 1150 · September 17, 2025 · 20:37

🤗 Upvotes: 49 | cs.CL Authors: Zile Qiao, Guoxin Chen, Xuanzhong Chen, Donglei Yu, Wenbiao Yin, Xinyu Wang, Zhen Zhang, Baixuan Li, Huifeng Yin,...

ReSum: Unlocking Long-Horizon Search Intelligence via Context Summarization

Episode 1149 · September 17, 2025 · 19:21

🤗 Upvotes: 47 | cs.CL Authors: Xixi Wu, Kuan Li, Yida Zhao, Liwen Zhang, Litu Ou, Huifeng Yin, Zhongwang Zhang, Yong Jiang, Pengjun Xie, Fei Hua...

Single-stream Policy Optimization

Episode 1148 · September 17, 2025 · 21:45

🤗 Upvotes: 24 | cs.LG, cs.AI, stat.ML Authors: Zhongwen Xu, Zihan Ding Title: Single-stream Policy Optimization ...

OmniWorld: A Multi-Domain and Multi-Modal Dataset for 4D World Modeling

Episode 1147 · September 16, 2025 · 22:32

🤗 Upvotes: 75 | cs.CV Authors: Yang Zhou, Yifan Wang, Jianjun Zhou, Wenzheng Chang, Haoyu Guo, Zizun Li, Kaijing Ma, Xinyue Li, Yating Wang, Hao...

UI-S1: Advancing GUI Automation via Semi-online Reinforcement Learning

Episode 1146 · September 16, 2025 · 20:22

🤗 Upvotes: 35 | cs.LG, cs.AI Authors: Zhengxi Lu, Jiabo Ye, Fei Tang, Yongliang Shen, Haiyang Xu, Ziwei Zheng, Weiming Lu, Ming Yan, Fei Huang, ...

InternScenes: A Large-scale Simulatable Indoor Scene Dataset with Realistic Layouts

Episode 1145 · September 16, 2025 · 21:12

🤗 Upvotes: 23 | cs.CV, cs.RO Authors: Weipeng Zhong, Peizhou Cao, Yichen Jin, Li Luo, Wenzhe Cai, Jingli Lin, Hanqing Wang, Zhaoyang Lyu, Tai Wa...

IntrEx: A Dataset for Modeling Engagement in Educational Conversations

Episode 1144 · September 15, 2025 · 24:12

🤗 Upvotes: 22 | cs.CL Authors: Xingwei Tan, Mahathi Parvatham, Chiara Gambi, Gabriele Pergola Title: IntrEx: A Dataset ...

The Illusion of Diminishing Returns: Measuring Long Horizon Execution in LLMs

Episode 1143 · September 15, 2025 · 24:03

🤗 Upvotes: 21 | cs.AI Authors: Akshit Sinha, Arvindh Arun, Shashwat Goel, Steffen Staab, Jonas Geiping Title: The Illus...

VLA-Adapter: An Effective Paradigm for Tiny-Scale Vision-Language-Action Model

Episode 1142 · September 12, 2025 · 21:33

🤗 Upvotes: 114 | cs.RO Authors: Yihao Wang, Pengxiang Ding, Lingxiao Li, Can Cui, Zirui Ge, Xinyang Tong, Wenxuan Song, Han Zhao, Wei Zhao, Peng...

HuMo: Human-Centric Video Generation via Collaborative Multi-Modal Conditioning

Episode 1141 · September 12, 2025 · 24:06

🤗 Upvotes: 88 | cs.CV, cs.MM Authors: Liyang Chen, Tianxiang Ma, Jiawei Liu, Bingchuan Li, Zhuowei Chen, Lijie Liu, Xu He, Gen Li, Qian He, Zhiy...

SimpleVLA-RL: Scaling VLA Training via Reinforcement Learning

Episode 1140 · September 12, 2025 · 24:58

🤗 Upvotes: 57 | cs.RO, cs.AI, cs.CL, cs.LG Authors: Haozhan Li, Yuxin Zuo, Jiale Yu, Yuhao Zhang, Zhaohui Yang, Kaiyan Zhang, Xuekai Zhu, Yuchen...

EchoX: Towards Mitigating Acoustic-Semantic Gap via Echo Training for Speech-to-Speech LLMs

Episode 1139 · September 12, 2025 · 19:21

🤗 Upvotes: 52 | cs.CL, cs.AI, cs.SD Authors: Yuhao Zhang, Yuhao Du, Zhanchen Dai, Xiangnan Ma, Kaiqi Kou, Benyou Wang, Haizhou Li T...

Harnessing Uncertainty: Entropy-Modulated Policy Gradients for Long-Horizon LLM Agents

Episode 1138 · September 12, 2025 · 20:50

🤗 Upvotes: 34 | cs.LG, cs.CL Authors: Jiawei Wang, Jiacai Liu, Yuqian Fu, Yingru Li, Xintao Wang, Yuan Lin, Yu Yue, Lin Zhang, Yang Wang, Ke Wan...

Kling-Avatar: Grounding Multimodal Instructions for Cascaded Long-Duration Avatar Animation Synthesis

Episode 1137 · September 12, 2025 · 25:00

🤗 Upvotes: 34 | cs.CV Authors: Yikang Ding, Jiwen Liu, Wenyuan Zhang, Zekun Wang, Wentao Hu, Liyuan Cui, Mingming Lao, Yingchao Shao, Hui Liu, X...

FLUX-Reason-6M & PRISM-Bench: A Million-Scale Text-to-Image Reasoning Dataset and Comprehensive Benchmark

Episode 1136 · September 12, 2025 · 26:55

🤗 Upvotes: 28 | cs.CV, cs.CL Authors: Rongyao Fang, Aldrich Yu, Chengqi Duan, Linjiang Huang, Shuai Bai, Yuxuan Cai, Kun Wang, Si Liu, Xihui Liu...

Can Understanding and Generation Truly Benefit Together -- or Just Coexist?

Episode 1135 · September 12, 2025 · 24:24

🤗 Upvotes: 25 | cs.CV Authors: Zhiyuan Yan, Kaiqing Lin, Zongjian Li, Junyan Ye, Hui Han, Zhendong Wang, Hao Liu, Bin Lin, Hao Li, Xue Xu, Xinya...

MachineLearningLM: Scaling Many-shot In-context Learning via Continued Pretraining

Episode 1134 · September 12, 2025 · 22:59

🤗 Upvotes: 22 | cs.CL, cs.AI Authors: Haoyu Dong, Pengkun Zhang, Mingzhe Lu, Yanzhen Shen, Guolin Ke Title: MachineLear...

A Survey of Reinforcement Learning for Large Reasoning Models

Episode 1133 · September 11, 2025 · 20:52

🤗 Upvotes: 99 | cs.CL, cs.AI, cs.LG Authors: Kaiyan Zhang, Yuxin Zuo, Bingxiang He, Youbang Sun, Runze Liu, Che Jiang, Yuchen Fan, Kai Tian, Guo...

RewardDance: Reward Scaling in Visual Generation

Episode 1132 · September 11, 2025 · 21:27

🤗 Upvotes: 50 | cs.CV Authors: Jie Wu, Yu Gao, Zilyu Ye, Ming Li, Liang Li, Hanzhong Guo, Jie Liu, Zeyue Xue, Xiaoxia Hou, Wei Liu, Yan Zeng, We...

3D and 4D World Modeling: A Survey

Episode 1131 · September 11, 2025 · 20:25

🤗 Upvotes: 40 | cs.CV, cs.RO Authors: Lingdong Kong, Wesley Yang, Jianbiao Mei, Youquan Liu, Ao Liang, Dekai Zhu, Dongyue Lu, Wei Yin, Xiaotao H...