作者位次 #4/11ICML 2026Poster
DOCKSMITH: Scaling Reliable Coding Environments via an Agentic Docker Builder
Jiaran Zhang · Lu Ma · Yanhao Li · Fanqi Wan · DI QI · Xin Wu · Zhewei Huang · Liangyu Chen · YINGWEI MA · Qi Han · Xiangyu Zhang
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Jiaran Zhang · Lu Ma · Yanhao Li · Fanqi Wan · DI QI · Xin Wu · Zhewei Huang · Liangyu Chen · YINGWEI MA · Qi Han · Xiangyu Zhang
Jingcheng Hu · Yinmin Zhang · Shijie Shang · Xiaobo Yang · Yue Peng · Zhewei Huang · Hebin Zhou · Xin Wu · Jie Cheng · Fanqi Wan · Xiangwen Kong · Chengyuan Yao · Kaiwen Yan · Ailin Huang · Hongyu Zhou · Qi Han · Zheng Ge · Xiangyu Zhang · Heung-Yeung Shum
We introduce Parallel Coordinated Reasoning (PaCoRe), a training-and-inference framework designed to overcome a central limitation of contemporary language models: their inability to scale test-time compute (TTC) far beyond sequential reasoning under a fixed context window. PaCoRe departs from th...