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Udyan Trivedi

Udyan
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AI & ML interests

Working on different Agentic AI Capabilities with Microsoft Account, including Github Copilot and Bing Company - Accenture

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reacted to Jiaqi-hkust's post with 🔥 1 day ago
🚀 Introducing Robust-U1: Teaching MLLMs to Self-Recover Corrupted Visual Content Multimodal Large Language Models (MLLMs) have achieved impressive visual understanding, yet they remain highly brittle under real-world corruptions—noise, blur, compression artifacts, adverse weather. Standard MLLMs suffer dramatic performance drops, and existing robustness solutions come with fundamental limits: black‑box feature alignment lacks interpretability, while white‑box text reasoning cannot restore the lost pixel‑level visual details. This raises a crucial question: 🧐 Can MLLMs recover corrupted visual content by themselves? If the answer is yes, we can move beyond merely “compensating” for corruption and instead build a more intrinsic, generalizable form of resilience. Robust-U1 is our answer to that question. 💡 Paper: https://arxiv.org/abs/2606.08063 🔗 Code: github.com/jqtangust/Robust-U1 🌍 Demo: https://huggingface.co/spaces/Jiaqi-hkust/Robust-U1
updated a Space 9 days ago
Udyan/ImageClassification
published a Space 9 days ago
Udyan/ImageClassification
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