作者位次 #4/5ICML 2026Poster· Deep Learning / Self-Supervised Learning
Self-supervised Hierarchical Visual Reasoning with World Model
Yuanfei Xu · Lin Liu · Wengang Zhou · Mingxiao Feng · Houqiang Li
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Yuanfei Xu · Lin Liu · Wengang Zhou · Mingxiao Feng · Houqiang Li
Jianfeng Cai · Jinhua Zhu · Ruopei Sun · Kangwen Zhao · Dongyun Xue · Mingxiao Feng · Wengang Zhou · Houqiang Li
The rise of reasoning models necessitates large-scale verifiable data, for which programming tasks serve as an ideal source. However, while competitive programming platforms provide abundant problems and solutions, high-quality test cases for verification remain scarce. Existing approaches attemp...
Xin Xie · Dongyun Xue · Wuguannan Yao · Mingxiao Feng · Wengang Zhou · Xiang Qi · Houqiang Li · Peng Zhang
LLM-powered systems require complex multi-step decision-making abilities to solve real-world tasks, yet current planning approaches face a trade-off between the high latency of inference-time search and the limited generalization of supervised fine-tuning. To address this limitation, we introduce...