一作ICLR 2026Poster· Deep Learning / Algorithms
Textual Equilibrium Propagation for Deep Compound AI Systems
Minghui Chen · Wenlong Deng · James Y Zou · Han Yu · Xiaoxiao Li
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Minghui Chen · Wenlong Deng · James Y Zou · Han Yu · Xiaoxiao Li
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...