Google Research 发布 Stellar Colosseum 多智能体框架,攻克长程数学研究任务

elvis · @omarsar0 · X·2026-09-16 02:14·7小时前
AI 导读

Google Research 发布 Stellar Colosseum,一个面向长程数学和理论计算机科学研究的模型无关多智能体框架。该框架分阶段运行,先探索多种证明策略,通过就绪门槛后将路线拆分为章节级子问题,并行生成候选方案并配合定向证伪和批评合并。

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Google Research 发布 Stellar Colosseum 多智能体框架,攻克长程数学研究任务

2026-09-16 02:14· 7小时前
AI 导读

Google Research 发布 Stellar Colosseum,一个面向长程数学和理论计算机科学研究的模型无关多智能体框架。该框架分阶段运行,先探索多种证明策略,通过就绪门槛后将路线拆分为章节级子问题,并行生成候选方案并配合定向证伪和批评合并。

Banger paper from Google on agent harnesses for long-horizon tasks.

(bookmark it)

Google Research built a many-agent harness for long mathematical proofs, and it produced new results on open problems from FOCS and JMLR papers.

Stellar Colosseum works in stages.

It explores several proof strategies, waits for a readiness gate before breaking a route into section-level subproblems, and sends each verifier finding back to the section it affects.

Inside each stage, candidates are generated in parallel, attacked with targeted falsification, and merged together with their critiques.

With Gemini 3.1 Pro and Gemini 3.7 Flash it reaches 71.0% on TCS-Bench, a set of research-level theorem-proving tasks from FOCS, STOC and SODA papers. With execution feedback it solves 218 of 222 Codeforces problems.

Paper: https://arxiv.org/abs/2609.15983

Chat with Paper: https://academy.dair.ai/papers/stellar-colosseum-a-many-agent-harness-for-long-horizon-research-in-mathematics-2609.15983