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全球首个：隐空间世界模型，打通长时序双向物理因果链了！
刚融了2亿美元，冲到了具身榜单第一
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scBench-Long: Verifiable Benchmarking of Long-Horizon Single-Cell Biology
用可验证基准测试攻克长时序单细胞生物学难题，值得关注的前沿研究
arXiv:2606.26563v1 Announce Type: cross Abstract: Single-cell studies require analysts to convert raw measurements into specific biological claims thr…
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Group-Graph Policy Optimization for Long-Horizon Agentic Reinforcement Learning
用群图策略优化破解长时序智能体强化学习难题，训练效率与稳定性双提升。
arXiv:2606.22995v1 Announce Type: cross Abstract: Group-based Reinforcement Learning (RL) has significantly enhanced Large Language Models (LLMs) in a…
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PAL-Bench: Evidence-Grounded Profile Reconstruction from Longitudinal Personal Albums
首个基于长时序个人相册进行个性化资料重建的基准，以证据驱动的方法评估跨时间维度的身份推测能力。
arXiv:2606.16175v1 Announce Type: new Abstract: Longitudinal personal albums are weak-schema multimodal databases: noisy perceptual records whose key …
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Memory-R2: Fair Credit Assignment for Long-Horizon Memory-Augmented LLM Agents
破解多会话强化学习中记忆增强LLM智能体的公平信用分配难题，来自最新学术论文
arXiv:2605.21768v1 Announce Type: new Abstract: Memory-augmented LLM agents enable interactions that extend beyond finite context windows by storing, …