Furong Huang
@furongh • 10,139 subscribers
Associate professor of @umdcs @umiacs @ml_umd at UMD. Researcher in #AI/#ML, AI #Alignment, #RLHF, #Trustworthy ML, #EthicalAI, AI #Democratization, AI for ALL.
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🧠💡 What if your 7B model could beat GPT-4o and Qwen2.5-72B—using just 11k training samples? No distillation. No warm-start. Just smart data and reinforcement learning. Inspired by Moravec’s Paradox, we let the model decide what's actually hard. 🚨 New paper: "SoTA with Less: MCTS-Guided Sample Selection for Data-Efficient Visual Reasoning Self-Improvement" We show how ThinkLite-VL-7B achieves SoTA on MathVista—75.1%, surpassing much larger models. 👇 Here’s how we did it: 🔗 🧠 Code: #AI #VisionLanguageModels #ReinforcementLearning #MachineLearning #LessIsMore
Furong Huang63,321 Aufrufe • vor 1 Jahr
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