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This is an automated message from the Librarian Bot. I found the following papers similar to this paper.

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The following papers were recommended by the Semantic Scholar API

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• What Are You Doing? A Closer Look at Controllable Human Video Generation (2025)
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Models","submittedOnDailyBy":{"_id":"60f1abe7544c2adfd699860c","avatarUrl":"https://cdn-avatars.huggingface.co/v1/production/uploads/1674929746905-60f1abe7544c2adfd699860c.jpeg","isPro":false,"fullname":"AK","user":"akhaliq","type":"user"},"summary":"This report presents Wan, a comprehensive and open suite of video foundation\nmodels designed to push the boundaries of video generation. Built upon the\nmainstream diffusion transformer paradigm, Wan achieves significant\nadvancements in generative capabilities through a series of innovations,\nincluding our novel VAE, scalable pre-training strategies, large-scale data\ncuration, and automated evaluation metrics. These contributions collectively\nenhance the model's performance and versatility. Specifically, Wan is\ncharacterized by four key features: Leading Performance: The 14B model of Wan,\ntrained on a vast dataset comprising billions of images and videos,\ndemonstrates the scaling laws of video generation with respect to both data and\nmodel size. It consistently outperforms the existing open-source models as well\nas state-of-the-art commercial solutions across multiple internal and external\nbenchmarks, demonstrating a clear and significant performance superiority.\nComprehensiveness: Wan offers two capable models, i.e., 1.3B and 14B\nparameters, for efficiency and effectiveness respectively. 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All the code and models are\navailable at https://github.com/Wan-Video/Wan2.1.","upvotes":55,"discussionId":"67e4b663080a33e3955b371a","ai_summary":"Wan, a comprehensive suite of video foundation models built on the diffusion transformer paradigm, advannces video generation by introducing a novel VAE, scalable pre-training strategies, and large-scale data curation, offering superior performance and versatility across various applications with both large and efficient models.","ai_keywords":["diffusion transformer","VAE","scalable pre-training","large-scale data curation","video generation","image-to-video","instruction-guided video editing","personal video generation","VRAM"]},"canReadDatabase":false,"canManagePapers":false,"canSubmit":false,"hasHfLevelAccess":false,"upvoted":false,"upvoters":[{"_id":"66b02d0d05e2b2771bb36096","avatarUrl":"/avatars/db159dc5a150994e60bafbfbd7128658.svg","isPro":false,"fullname":"wtx","user":"shadowshadow","type":"user"},{"_id":"6342796a0875f2c99cfd313b","avatarUrl":"/avatars/98575092404c4197b20c929a6499a015.svg","isPro":false,"fullname":"Yuseung \"Phillip\" Lee","user":"phillipinseoul","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":"646350107e9025b09bd62bab","avatarUrl":"https://cdn-avatars.huggingface.co/v1/production/uploads/646350107e9025b09bd62bab/TEOf1dZnZLE-4_-I6Eh-n.jpeg","isPro":false,"fullname":"momo","user":"wzc991222","type":"user"},{"_id":"66b2e9ed5409fe4fb5c7c24e","avatarUrl":"/avatars/c1fa329c0f9d26ee0e68d994b53f2679.svg","isPro":false,"fullname":"panda","user":"hughug774","type":"user"},{"_id":"64d4a5d19fda68f258679c83","avatarUrl":"/avatars/c958841d2432ba2698bd6bffa548cfcb.svg","isPro":false,"fullname":"Anw","user":"ang868","type":"user"},{"_id":"64a84de2eb47b3552285ef74","avatarUrl":"/avatars/114e0cc393d0aea9680f3af6d84d6f46.svg","isPro":false,"fullname":"Eni Grand","user":"Enigrand","type":"user"},{"_id":"6270324ebecab9e2dcf245de","avatarUrl":"https://cdn-avatars.huggingface.co/v1/production/uploads/6270324ebecab9e2dcf245de/cMbtWSasyNlYc9hvsEEzt.jpeg","isPro":false,"fullname":"Kye Gomez","user":"kye","type":"user"},{"_id":"643be8879f5d314db2d9ed23","avatarUrl":"https://cdn-avatars.huggingface.co/v1/production/uploads/643be8879f5d314db2d9ed23/VrW2UtJ7ppOnGIYjTWd7b.png","isPro":false,"fullname":"Chen Dongping","user":"shuaishuaicdp","type":"user"},{"_id":"651f8133dbf879b8c58f5136","avatarUrl":"https://cdn-avatars.huggingface.co/v1/production/uploads/651f8133dbf879b8c58f5136/0L8Ecgi5Ietkm_DchJwE-.png","isPro":false,"fullname":"Zikai Zhou","user":"Klayand","type":"user"},{"_id":"656832dfbd65fd41ee7aa8cd","avatarUrl":"https://cdn-avatars.huggingface.co/v1/production/uploads/656832dfbd65fd41ee7aa8cd/HHkyetTqNq1wIBPipzjQA.jpeg","isPro":false,"fullname":"Zekun Wang","user":"kugwzk","type":"user"},{"_id":"634dffc49b777beec3bc6448","avatarUrl":"https://cdn-avatars.huggingface.co/v1/production/uploads/1670144568552-634dffc49b777beec3bc6448.jpeg","isPro":false,"fullname":"Zhipeng Yang","user":"svjack","type":"user"}],"acceptLanguages":["*"],"dailyPaperRank":2}">