{"data":{"site":{"siteMetadata":{"pathPrefix":"/","siteUrl":"https://huskydoge.github.io","title":"HuskyDoge","description":"Personal Website of Benhao Huang","author":"HuskyDoge","authorAlternative":"Benhao Huang","introduction":["Hello! Husky here! I'm a MSML student at CMU [Locus Lab](https://github.com/locuslab). Throughout my research journey, I've explored a variety of topics. Currently, my primary focus is on generative world modeling,  where I have been fortunate to work closely with Professor [Zhiting Hu](http://zhiting.ucsd.edu/) and Professor [Yilun Du](https://yilundu.github.io/) on advancing the capabilities of world models. Previously, I collaborated with my amazing advisor [Jiaqi W. Ma](https://jiaqima.github.io/) at the [TRAIS Lab](https://github.com/TRAIS-Lab), focusing on dataset curation using LLM agents. I also gained valuable research experience in AI interpretability under Professor [Quanshi Zhang](http://qszhang.com/)'s [XAI Lab](https://sjtu-xai-lab.github.io/).","My primary research goal is to build autonomous AI agents with human-level reasoning, planning, and memory that can flexibly allocate computation under varying budget constraints and adapt to evolving environments through closed-loop interaction. Currently, I am particularly interested in: \n - **Scalable Reasoning** - methods that improve both capability and efficiency. \n - **World Modeling** - video generative models for long horizon prediction, control, and planning."],"avatar":"/avatar.png","avatarBack":"/avatar-back.jpeg","professions":[{"name":"Locus","url":"https://github.com/locuslab"},{"name":"MAITRIX","url":"https://maitrix.org/"},{"name":"TRAIS","url":"https://github.com/TRAIS-Lab"}],"tocMaxDepth":2,"excerptMaxLength":50,"birthday":"","location":"Pittsburgh, PA, USA","email":"","postsForArchivePage":3,"social":[{"url":"https://docs.google.com/document/d/17Plv8CVYGSZ-8BX4-iFgNfxreOb0WJPD3kCndufbyMo/edit?tab=t.0","icon":["ai","cv"]},{"url":"https://github.com/huskydoge","icon":["fab","github"]},{"url":"https://twitter.com/huskydogewoof","icon":["fab","twitter"]},{"url":"https://scholar.google.com/citations?hl=en&user=h2Lf0_EAAAAJ","icon":["fa","graduation-cap"]},{"url":"https://www.linkedin.com/in/benhao-h-6534b629a/","icon":["fab","linkedin"]},{"url":"mailto:huskydogewoof@gmail.com","icon":["fas","envelope"]},{"url":"https://www.xiaohongshu.com/user/profile/614a97f000000000020250c8","icon":["custom","xiaohongshu"]},{"url":"https://www.zhihu.com/people/huskydoge","icon":["fab","zhihu"]}],"disqusScript":"https://tc-imba.disqus.com/embed.js","contactFormUrl":"https://getform.io/f/09a3066f-c638-40db-ad59-05e4ed71e451","pages":{"home":"/","posts":"posts","contact":"contact","resume":"resume","tags":"tags","research":"research","project":"project"},"wakatime":{"username":"tcimba","activity":"7add4047-08f9-4da8-b649-aa114503678f","language":"460a84ab-722a-4b80-b896-cabaa13ad7eb","editor":"d851639a-28d8-4884-949f-d338a858f7e9","os":"caf7d0d1-8fd2-4595-a991-363c8583fea9"},"interests":[{"icon":["fas","brain"],"title":"World Model, Reasoning and Planning"},{"icon":["fas","cubes"],"title":"Data-centric AI, AI Automation"},{"icon":["fas","layer-group"],"title":"Efficient ML, Long Sequence Modeling"}],"education":[{"date":"Aug 2025 - Feb 2027 (expected)","icon":["fas","university"],"title":"M.S. in Machine Learning","location":"Carnegie Mellon University"},{"date":"Sept 2021 - July 2025","icon":["fas","university"],"title":"B.E. in Computer Science","location":"Shanghai Jiao Tong University"}],"experience":[{"title":"Internship","position":"left","data":[{"date":"Sept. 2025 - Present","title":"[Locus Lab](https://zicokolter.com/), CMU","location":"Pittsburgh, PA, USA","description":"Studying scalable equilibrium models."},{"date":"Mar. 2025 - Aug. 2025","title":"[VCG Group](https://vcg.seas.harvard.edu/), Harvard","location":"Cambridge, MA, USA","description":"Developed [**Flow Equivariant World Models**](https://arxiv.org/abs/2601.01075), studying structured dynamics outside the visible field of view."},{"date":"Jun. 2024 - Mar. 2025","title":"[Maitrix.org](https://github.com/maitrix-org), UCSD","location":"San Diego, CA, USA","description":"Core contributor to [**PAN World Models**](https://arxiv.org/abs/2511.09057), previously leading the data and game-generation components."},{"date":"Mar. 2024 - 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