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Sanjay Shakkottai

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In-Context Learning with Transformers: Softmax Attention Adapts to Function Lipschitzness

Feb 18, 2024
Liam Collins, Advait Parulekar, Aryan Mokhtari, Sujay Sanghavi, Sanjay Shakkottai

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Beyond First-Order Tweedie: Solving Inverse Problems using Latent Diffusion

Dec 01, 2023
Litu Rout, Yujia Chen, Abhishek Kumar, Constantine Caramanis, Sanjay Shakkottai, Wen-Sheng Chu

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Provable Multi-Task Representation Learning by Two-Layer ReLU Neural Networks

Jul 17, 2023
Liam Collins, Hamed Hassani, Mahdi Soltanolkotabi, Aryan Mokhtari, Sanjay Shakkottai

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Solving Linear Inverse Problems Provably via Posterior Sampling with Latent Diffusion Models

Jul 02, 2023
Litu Rout, Negin Raoof, Giannis Daras, Constantine Caramanis, Alexandros G. Dimakis, Sanjay Shakkottai

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Collaborative Multi-Agent Heterogeneous Multi-Armed Bandits

May 30, 2023
Ronshee Chawla, Daniel Vial, Sanjay Shakkottai, R. Srikant

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InfoNCE Loss Provably Learns Cluster-Preserving Representations

Feb 15, 2023
Advait Parulekar, Liam Collins, Karthikeyan Shanmugam, Aryan Mokhtari, Sanjay Shakkottai

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Beyond Uniform Smoothness: A Stopped Analysis of Adaptive SGD

Feb 13, 2023
Matthew Faw, Litu Rout, Constantine Caramanis, Sanjay Shakkottai

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A Theoretical Justification for Image Inpainting using Denoising Diffusion Probabilistic Models

Feb 02, 2023
Litu Rout, Advait Parulekar, Constantine Caramanis, Sanjay Shakkottai

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Learning Certifiably Robust Controllers Using Fragile Perception

Sep 22, 2022
Dawei Sun, Negin Musavi, Geir Dullerud, Sanjay Shakkottai, Sayan Mitra

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