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Author

Arnab Sanyal

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#artificial intelligence Preprint Sep 2026

Chameleon: Dynamic Format Adapter for Efficient Diffusion

Chameleon is proposed, a PTQ framework that holds the bit-width fixed and treats the format itself as a discrete variable, chosen per weight channel and per (layer, timestep bucket) activation tensor.

Arnab Sanyal, Sandeep P. Chinchali · 0 citations
#artificial intelligence Preprint Sep 2026

Hardware-Aware Learned Representation Compression for Distributed In-Sensor Vision

OASIS, a distributed in-sensor vision framework that uses a lightweight encoder to generate compact, task-relevant representations before off-chip transmission, is presented, demonstrating a practical hardware-algorithm co-design path for communication-efficient in-sensor vision.

Cheng-Wei Zhou, Abu Masum, Xu-Ming Chen et al. · 0 citations

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