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Aditi Raghunathan

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Vulnerability of Text-Matching in ML/AI Conference Reviewer Assignments...USENIX Security '252025-08-13
Automated text-matching used for reviewer assignment is exploitable: combining adversarial archive curation (keeping only the most similar past paper) with…
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Discussion SessionSpecial Year on Large Language Models and Transformers, Part 1 Boot Camp2024-09-04
A wide-ranging discussion maps specific research bets and failures: controlled data and open‑source training to test combinatorial creativity and diffusion…
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Challenges in Making LLMs Safe and RobustSpecial Year on Large Language Models and Transformers, Part 1 Boot Camp2024-09-04
Shows that transformers trained from scratch can implement both ridge vs discrete regression but fine-tuning on one task quickly ruins performance on the…
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Understanding the Robustness of Deep LearningDeep Learning Theory Workshop and Summer School 20222022-08-01
Pre-trained models help robustness, but the adaptation rule matters: with limited labeled adaptation data and overparameterized features, updating all weights…
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Neural Networks And Spurious CorrelationsAlgorithmic Aspects of Causal Inference 20222022-03-18
Neural nets often latch onto easy but unstable cues, producing high worst-group error when spurious attributes (like background color) are easier to learn than…
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