Github: arxiv.org/pdf/2607.19191 </p>\n","updatedAt":"2026-07-22T04:26:46.918Z","author":{"_id":"6039478ab3ecf716b1a5fd4d","avatarUrl":"https://cdn-avatars.huggingface.co/v1/production/uploads/6039478ab3ecf716b1a5fd4d/_Thy4E7taiSYBLKxEKJbT.jpeg","fullname":"taesiri","name":"taesiri","type":"user","isPro":true,"isHf":false,"isHfAdmin":false,"isMod":false,"followerCount":343,"isUserFollowing":false}},"numEdits":0,"identifiedLanguage":{"language":"en","probability":0.23433458805084229},"editors":["taesiri"],"editorAvatarUrls":["https://cdn-avatars.huggingface.co/v1/production/uploads/6039478ab3ecf716b1a5fd4d/_Thy4E7taiSYBLKxEKJbT.jpeg"],"reactions":[],"isReport":false}}],"primaryEmailConfirmed":false,"paper":{"id":"2607.19191","authors":[{"_id":"6a60336e7e7f152167e470df","name":"Fan Jiang","hidden":false},{"_id":"6a60336e7e7f152167e470e0","name":"Zhaoxu Sun","hidden":false},{"_id":"6a60336e7e7f152167e470e1","name":"Mengchao Wang","hidden":false},{"_id":"6a60336e7e7f152167e470e2","name":"Ziyu Zhu","hidden":false},{"_id":"6a60336e7e7f152167e470e3","name":"Chiyu Wang","hidden":false},{"_id":"6a60336e7e7f152167e470e4","name":"Yunpeng Zhang","hidden":false},{"_id":"6a60336e7e7f152167e470e5","name":"Wenlin Liu","hidden":false},{"_id":"6a60336e7e7f152167e470e6","name":"Yun Wang","hidden":false},{"_id":"6a60336e7e7f152167e470e7","name":"Xue Zheng","hidden":false},{"_id":"6a60336e7e7f152167e470e8","name":"Rui Sun","hidden":false},{"_id":"6a60336e7e7f152167e470e9","name":"Junfeng Ni","hidden":false},{"_id":"6a60336e7e7f152167e470ea","name":"Hongyu Pan","hidden":false},{"_id":"6a60336e7e7f152167e470eb","name":"Zhongxu Sun","hidden":false},{"_id":"6a60336e7e7f152167e470ec","name":"Fei Yu","hidden":false},{"_id":"6a60336e7e7f152167e470ed","name":"Zengye Ge","hidden":false},{"_id":"6a60336e7e7f152167e470ee","name":"Mengmeng Du","hidden":false},{"_id":"6a60336e7e7f152167e470ef","name":"Nianfei Fan","hidden":false},{"_id":"6a60336e7e7f152167e470f0","name":"Mingchao Sun","hidden":false},{"_id":"6a60336e7e7f152167e470f1","name":"Yu Liu","hidden":false},{"_id":"6a60336e7e7f152167e470f2","name":"Yongchang","hidden":false},{"_id":"6a60336e7e7f152167e470f3","name":"Yanqing Zhu","hidden":false},{"_id":"6a60336e7e7f152167e470f4","name":"Jiahang Wang","hidden":false},{"_id":"6a60336e7e7f152167e470f5","name":"Ning Ying","hidden":false},{"_id":"6a60336e7e7f152167e470f6","name":"Yuze Xuan","hidden":false},{"_id":"6a60336e7e7f152167e470f7","name":"Di Yang","hidden":false},{"_id":"6a60336e7e7f152167e470f8","name":"Zhicheng Liu","hidden":false},{"_id":"6a60336e7e7f152167e470f9","name":"Zhe Gao","hidden":false},{"_id":"6a60336e7e7f152167e470fa","name":"Tingbing Xu","hidden":false},{"_id":"6a60336e7e7f152167e470fb","name":"Jiacheng Sui","hidden":false},{"_id":"6a60336e7e7f152167e470fc","name":"Wenjin Yang","hidden":false},{"_id":"6a60336e7e7f152167e470fd","name":"Junnan Lai","hidden":false},{"_id":"6a60336e7e7f152167e470fe","name":"Shufeng Liu","hidden":false},{"_id":"6a60336e7e7f152167e470ff","name":"Yuan Liu","hidden":false},{"_id":"6a60336e7e7f152167e47100","name":"Zheng Zhou","hidden":false},{"_id":"6a60336e7e7f152167e47101","name":"Yingliang Peng","hidden":false},{"_id":"6a60336e7e7f152167e47102","name":"Dawei Cao","hidden":false},{"_id":"6a60336e7e7f152167e47103","name":"Kaifeng Sheng","hidden":false},{"_id":"6a60336e7e7f152167e47104","name":"Yuxiang Cai","hidden":false},{"_id":"6a60336e7e7f152167e47105","name":"Fei Lu","hidden":false},{"_id":"6a60336e7e7f152167e47106","name":"Mu Xu","hidden":false},{"_id":"6a60336e7e7f152167e47107","name":"Ning Guo","hidden":false}],"mediaUrls":["https://cdn-uploads.huggingface.co/production/uploads/6039478ab3ecf716b1a5fd4d/ew4mZ_fcuneg7qXzDabcH.mp4"],"publishedAt":"2026-07-21T15:26:50.000Z","submittedOnDailyAt":"2026-07-22T00:00:00.000Z","title":"ABot-World-0: Infinite Interactive World Rollout on a Single Desktop GPU","submittedOnDailyBy":{"_id":"6039478ab3ecf716b1a5fd4d","avatarUrl":"https://cdn-avatars.huggingface.co/v1/production/uploads/6039478ab3ecf716b1a5fd4d/_Thy4E7taiSYBLKxEKJbT.jpeg","isPro":true,"fullname":"taesiri","user":"taesiri","type":"user","name":"taesiri"},"summary":"We present ABot-World-0, an action-conditioned video world model for real-time, long-horizon closed-loop interaction, supported by a multi-source data infrastructure spanning AAA games, simulation engines, and internet videos to learn controllable world dynamics. WorldExplorer performs agent-driven collection guided by training feedback, while a unified pipeline applies 14 deterministic quality checks, VLM-based assessment, and synchronized action and text annotation. We progressively distill a bidirectional action-conditioned teacher into a causal student through teacher forcing and ODE distillation, and introduce LongForcing to align long student self-rollouts with an extended-horizon teacher, mitigating accumulated distribution shift and autoregressive drift. Raw keyboard actions provide a unified control interface for scene roaming and third-person character interaction, while reference-character memory provides persistent appearance cues for identity consistency during third-person rollouts. For deployment, we co-design a streaming inference stack with a lightweight VAE decoder, efficient attention, memory-aware scheduling, and low-bit DiT inference. Across optimized low-bit configurations, ABot-World-0 streams 720P video at up to 16 FPS on a single NVIDIA RTX 5090 desktop GPU, with 1.2s action-to-first-frame latency and approximately 19GiB peak VRAM. Experiments on WorldRoamBench and extended interactive rollouts demonstrate competitive controllability and coherent long-horizon world evolution.","upvotes":7,"discussionId":"6a60336e7e7f152167e47108"},"canReadDatabase":false,"canManagePapers":false,"canSubmit":false,"hasHfLevelAccess":false,"upvoted":false,"upvoters":[{"_id":"6039478ab3ecf716b1a5fd4d","avatarUrl":"https://cdn-avatars.huggingface.co/v1/production/uploads/6039478ab3ecf716b1a5fd4d/_Thy4E7taiSYBLKxEKJbT.jpeg","isPro":true,"fullname":"taesiri","user":"taesiri","type":"user"},{"_id":"6407e5294edf9f5c4fd32228","avatarUrl":"/avatars/8e2d55460e9fe9c426eb552baf4b2cb0.svg","isPro":false,"fullname":"Stoney Kang","user":"sikang99","type":"user"},{"_id":"64d86d66d7e30889c6a2e955","avatarUrl":"/avatars/222fcbe4af3bd897f260d019a54cfb6d.svg","isPro":false,"fullname":"ziyu zhu","user":"edward2021","type":"user"},{"_id":"620783f24e28382272337ba4","avatarUrl":"https://cdn-avatars.huggingface.co/v1/production/uploads/620783f24e28382272337ba4/zkUveQPNiDfYjgGhuFErj.jpeg","isPro":false,"fullname":"GuoLiangTang","user":"Tommy930","type":"user"},{"_id":"63ca8e060609f1def7e6548a","avatarUrl":"/avatars/1da7947840cb87d5f77c0af9ee11f9c2.svg","isPro":true,"fullname":"Yi Jung","user":"YJ-142150","type":"user"},{"_id":"664d930f4b870dd167473c1c","avatarUrl":"https://cdn-avatars.huggingface.co/v1/production/uploads/664d930f4b870dd167473c1c/TXVEPGvkhftdI_xE1mluu.jpeg","isPro":false,"fullname":"Andy Guan","user":"andytonglove","type":"user"},{"_id":"6414106ce7d5f817d204e160","avatarUrl":"https://cdn-avatars.huggingface.co/v1/production/uploads/6414106ce7d5f817d204e160/i-AeOvUzm7CIJ5d3ZacjX.png","isPro":false,"fullname":"Frank Jiang","user":"frankjiang","type":"user"}],"acceptLanguages":["en"],"dailyPaperRank":0,"markdownContentUrl":"https://huggingface.co/buckets/huggingchat/papers-content/resolve/2607/2607.19191.md","query":{}}">

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