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arXiv 2610.26663 · cs.RO · 2026-10-19

RoboValue: A Fine-Grained Sim-and-Real Benchmark for Unified Evaluation of Robotic Value Models

Shengbang Liu, Zhengye Du, Zhilong Wan, Honghao Su, Chenxiang Xia, Chang Ge, Jinyang Xiao, Nan Wang and 11 more

Affiliation unverified

In latest · #326 Added on 2026-10-25

One-line takeaway

RoboValue is a fine-grained sim-and-real benchmark that evaluates robotic value models on task-state understanding, progress monitoring, failure and recovery reasoning, and value consistency, testing how reliable their feedback is.

RoboValue 是仿真加真机的细粒度基准,统一评测机器人价值模型的任务状态理解、进度监控、失败与恢复推理和判断一致性,检验它们给策略学习的反馈是否可靠。

21HF upvotes
17GitHub stars
0Citations (Semantic Scholar)
39.8Buzz score

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About this data

Metadata from the arXiv API (verified); upvotes from Hugging Face Daily Papers; citations from Semantic Scholar. Last refreshed 2026-10-26.

The takeaway is written by AIMap from the abstract; the abstract itself is not reproduced — read the original.

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