Jia-Bin Huang
@jbhuang0604
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College Park, MD
Joined May 2015
Here's a simple fix: Instead of just presenting information, tell a story. A story about how you encounter a problem, solve it, introduce a new conflict, and resolve it, and so on. Keep creating curiosity loops to engage/re-hook your audience.
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How to organize your talk? I used to present like this, thinking that I was being "academic", "organized", and "professional". BUT, from the audience's viewpoints, this sucks. 😱 Look how far they need to hold a long-term context to just make sense of what you're saying!
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3Blue1Brown’s videos never cease to amaze me! 🤯 Back when I was an engineering student, I never understood what the Laplace transform was. It’s incredible how his videos break concepts down so clearly—building intuition step by step and leading to a deep understanding.
Ever since I made a video about Fourier Transforms, one of the most requested topics on the channel has been its close cousin, the Laplace Transform. I've been having a lot of fun animating a mini-series about this topic, and the main part is now out. https://t.co/oKawJAGyx1
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🚀 RELAI is live — a platform for building reliable AI agents 🔁 We complete the learning loop for agents: simulate → evaluate → optimize - Simulate with LLM personas, mocked MCP servers/tools and grounded synthetic data - Evaluate with code + LLM evaluators; turn human
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Honored to receive the Larry S. Davis Doctoral Dissertation Award! Big thanks to my advisors for the constant support — excited to continue pushing the frontier at @reve!!
Proud advisor moment 😊 Congrats @Songwei_Ge for winning the Larry S. Davis Doctoral Dissertation Award @umdcs! Songwei is now cooking as a research scientist at @reve. Looking forward to amazing work!
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Proud advisor moment 😊 Congrats @Songwei_Ge for winning the Larry S. Davis Doctoral Dissertation Award @umdcs! Songwei is now cooking as a research scientist at @reve. Looking forward to amazing work!
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Yi-Ting is presenting our poster on super-resolving 3D scenes with diffusion! Come say hi at poster 328!!
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Across US markets, the best time to launch a new Airbnb listing is October to January. Listings launched during these months record an average 4% uplift in their first-year occupancy. Properties launched between June and August average 1–2% lower occupancy in their first year.
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how a computer vision researcher sees the world (and solves most problems in vision).
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what if you could combine diffusion models instantly? You would get exponentially better control (for free!!👀) This is exactly what we do. In ✨ coupled diffusion sampling ✨, diffusion models guide each other. The result? Diverse editing capabilities!
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Applying grad school in vision/robotics this Fall? Don’t miss this excellent opportunity to work with @ruoshi_liu!
Everyone says they want general-purpose robots. We actually mean it — and we’ll make it weird, creative, and fun along the way 😎 Recruiting PhD students to work on Computer Vision and Robotics @umdcs for Fall 2026 in the beautiful city of Washington DC!
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I engaged with a stochastic multiturn agentic simulation of an orthogonal dynamic resource optimization process. (aka, played monopoly with friends sometimes) I hope I am ready for SF!
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Just had our first $1,000,000 month in Retail. I am the CEO of Portland Leather Goods. Within minutes my CMO @MacCoyMerkley called and said "When do you think we will get to our first $10,000,000 month?" He guessed two years. That is crazy. But I started doing the math...
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shoutout to this dude for making the only Muon explainer that has properly stuck in my head to date
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So that's the feeling when your video on a topic becomes outdated the day you post it. Second-order optimizer for the win!
1/8 Second Order Optimizers like SOAP and Muon have shown impressive performance on LLM optimization. But are we fully utilizing the potential of second order information? New work: we show that a full second order optimizer is much better than existing optimizers in terms of
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nanochat includes all “modern” pretraining tricks like muon, squared relu, logit cap, embedding norm, ... (i know these are not actually new, lol). if you are new to muon, here’s a clear and intuitive explanation by @jbhuang0604 (3hrs ago, perfect timing) https://t.co/iWpTuz1nz5
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Robotics at @umdcs 🚀 🚀 🚀
Booting up my lab’s new crew. 🤖 I’m betting big on robotics and a foundation model for generalist policy. Why? With the blooming of foundation models, useful, reliable physical intelligence is within reach – one policy composing skills across robots and homes, with safety
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The NBA is in full swing at Run Pure Sports Our experts have you covered --> - DFS Core Plays - DFS Projections - Player Exposures - Slate Builders - Members-Only *Up-To-Lock* Premium Shows + The best and most active discord in the game ALL from the top players in the
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Textured Gaussians for Enhanced 3D Scene Appearance Modeling @BrianCChao, @HungYuTseng, Lorenzo Porzi, @gaochen315, Tuotuo Li, @tamu_leo, @ayush29feb, @jbhuang0604, @JPKopf, @GordonWetzstein, @_ChangilKim tl;dr: RGBA texture maps->Gaussians https://t.co/93VdSd2SL7
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Incredibly inspiring talk by Prof. Alexei (Alyosha) Efros at @umdcs today! Got to rethink the role of large visual data for visual analysis and synthesis. 🤔
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