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Somayeh Sojoudi

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MixedNUTS: Training-Free Accuracy-Robustness Balance via Nonlinearly Mixed Classifiers

Feb 03, 2024
Yatong Bai, Mo Zhou, Vishal M. Patel, Somayeh Sojoudi

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Let's Go Shopping (LGS) -- Web-Scale Image-Text Dataset for Visual Concept Understanding

Jan 09, 2024
Yatong Bai, Utsav Garg, Apaar Shanker, Haoming Zhang, Samyak Parajuli, Erhan Bas, Isidora Filipovic, Amelia N. Chu, Eugenia D Fomitcheva, Elliot Branson, Aerin Kim, Somayeh Sojoudi, Kyunghyun Cho

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Mixing Classifiers to Alleviate the Accuracy-Robustness Trade-Off

Nov 26, 2023
Yatong Bai, Brendon G. Anderson, Somayeh Sojoudi

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Algorithmic Regularization in Tensor Optimization: Towards a Lifted Approach in Matrix Sensing

Oct 24, 2023
Ziye Ma, Javad Lavaei, Somayeh Sojoudi

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Tight Certified Robustness via Min-Max Representations of ReLU Neural Networks

Oct 07, 2023
Brendon G. Anderson, Samuel Pfrommer, Somayeh Sojoudi

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Soft Convex Quantization: Revisiting Vector Quantization with Convex Optimization

Oct 04, 2023
Tanmay Gautam, Reid Pryzant, Ziyi Yang, Chenguang Zhu, Somayeh Sojoudi

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Tempo Adaption in Non-stationary Reinforcement Learning

Sep 26, 2023
Hyunin Lee, Yuhao Ding, Jongmin Lee, Ming Jin, Javad Lavaei, Somayeh Sojoudi

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Projected Randomized Smoothing for Certified Adversarial Robustness

Sep 25, 2023
Samuel Pfrommer, Brendon G. Anderson, Somayeh Sojoudi

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Accelerating Diffusion-Based Text-to-Audio Generation with Consistency Distillation

Sep 19, 2023
Yatong Bai, Trung Dang, Dung Tran, Kazuhito Koishida, Somayeh Sojoudi

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Initial State Interventions for Deconfounded Imitation Learning

Aug 11, 2023
Samuel Pfrommer, Yatong Bai, Hyunin Lee, Somayeh Sojoudi

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