I am a Senior Researcher/Software Engineer on the People + AI Research (PAIR) team in Google Research. My work focuses on interpretability and model understanding for large language and multimodal models, including feature and example-level attribution methods, counterfactual analysis, concepts in embedding spaces.
I am based in Boston, but collaborate with researchers across many locations.
I completed my PhD in Boston University under the supervision of Prof. Venkatesh Saligrama. My main focus was machine learning with natural trade-offs such as cost/quality trade-off at inference in classification models and bias/representation trade-off in language models.
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