The Implicit Bias of Depth: From Neural Collapse to Softmax Codes
Connall Garrod · Jonathan Keating · Christos Thrampoulidis
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Connall Garrod · Jonathan Keating · Christos Thrampoulidis
Sadegh Mahdavi · Branislav Kisacanin · Shubham Toshniwal · Wei Du · Ivan Moshkov · George Armstrong · Renjie Liao · Christos Thrampoulidis · Igor Gitman
Reinhard Heckel · Mahdi Soltanolkotabi · Christos Thrampoulidis
wenlong deng · Yushu Li · Boying Gong · YI REN · Christos Thrampoulidis · Xiaoxiao Li
Tina Behnia · Puneesh Deora · Christos Thrampoulidis
Wenlong Deng · Qi Zeng · Jiaming Zhang · Minghui Chen · Zixin Ding · Christos Thrampoulidis · Boying Gong · Xiaoxiao Li
Data valuation is essential for enhancing the transparency and accountability of large language models (LLMs) and vision-language models (VLMs). However, existing methods typically rely on gradient computations, making them computationally prohibitive for billion-parameter models and precluding b...