REACH: Explicit Recovery Behavior for Diffusion Policies
Zundong Ke, Junlin Chen, Jiayi Zhu, Kuanhao Xia, Boyi Zhao, Jiayuan Gu
2026Year
Abstract
Figure 1. REACH is an error-aware framework with prompt-guided diffusion policy for Robot manipulation. A multi-camera setup observes the task execution along the timeline, while an error-detector monitors an anomaly score (bottom). When the score indicates an error, the robot rolls back to a previous safe action and the diffusion model regenerates a corrected prompt, allowing the robotic arm to continue the task and eventually succeed.
Ask about this paper
Your agent reads all of it.
Lune indexed this paper to the last equation, along with the top-tier papers that cite it. Ask a question and the answer quotes them.
Your agent calls
Luneget_paper_fulltext
Free to start. No credit card required.
Terminal
Install the CLIlune papers fulltext c3b02548-3cb7-4f21-bb48-6ea6b4d736ecBuilds on17
- Denoising Diffusion Probabilistic ModelsJonathan Ho, Ajay Jain, Pieter AbbeelNeurIPS 2020 · 35,902 citations
- Diffusion Models Beat GANs on Image SynthesisPrafulla Dhariwal, Alexander Quinn NicholNeurIPS 2021 · 13,211 citations
- High-Resolution Image Synthesis with Latent Diffusion ModelsRobin Rombach, Andreas Blattmann, Dominik Lorenz, Patrick Esser et al.CVPR 2022 · 13,123 citations
- Denoising Diffusion Implicit ModelsJiaming Song, Chenlin Meng, Stefano ErmonICLR 2021 · 11,743 citations
- GLIDE: Towards Photorealistic Image Generation and Editing with Text-Guided Diffusion ModelsAlexander Quinn Nichol, Prafulla Dhariwal, Aditya Ramesh, Pranav Shyam et al.ICML 2022 · 4,691 citations
Related papers
- ManipDreamer3D: Synthesizing Plausible Robotic Manipulation Video with Occupancy-aware 3D TrajectoryYing Li, Xiaobao Wei, Xiaowei Chi, Yuming Li et al.AAAI 2026
- Failure Prediction at Runtime for Generative Robot PoliciesRalf Römer, Adrian Kobras, Luca Worbis, Angela P. SchoelligNeurIPS 2025 · 47 citations
- Self-Correcting Robot Manipulation via Gaussian-Splatted ForesightShaohui Pan, Yong Xu, Ruotao Xu, Zihan Zhou et al.AAAI 2025 · 2 citations
- Generate Subgoal Images Before Act: Unlocking the Chain-of-Thought Reasoning in Diffusion Model for Robot Manipulation with Multimodal PromptsFei Ni, Jianye Hao, Shiguang Wu, Longxin Kou et al.CVPR 2024 · 4 citations
- FLARE: A Failure-Aware Framework for Autonomous Correction and Recovery in Visual-Language Robotic ManipulationGanlong Zhao, Zijia Tang, Xingping Chen, Zhanghui Kuang et al.CVPR 2026 · 10 citations
