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𝗚𝗿𝗮𝗱𝗶𝗲𝗻𝘁 𝗱𝗲𝘀𝗰𝗲𝗻𝘁 𝗶𝘀 𝗮𝗹𝗹 𝘆𝗼𝘂 𝗻𝗲𝗲𝗱 𝗳𝗼𝗿 𝗶𝗻𝘁𝗲𝗿𝗽𝗿𝗲𝘁𝗮𝗯𝗶𝗹𝗶𝘁𝘆? In our ICML paper, we show that it might just be. ExPLAIND is a method that unifies data attribution, model component attribution, and training dynamics by computing an exact decomposition of model behavior based on gradient products.

Want to learn more? Poster presentation at Tue, Jul 7, 2026, 2:00 PM – 3:45 PM @ HALL A #3303 Also in the workshop on mechanistic interpretability, Fri, Jul 10, 2026 • 8:00 AM – 5:00 PM @ HALL C Paper: arxiv.org/abs/2505.20076