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cs.SD2026
Efficient Audio-Visual Speech Enhancement via Reinforcement Learning-Based Neural Architecture Search
Khubaib Ahmed, Ahsan Adeel, Nasir Saleem +3
Audio-visual speech enhancement (AVSE) improves speech intelligibility in noisy environments but often relies on computationally expensive models unsuitable for resource-constraine…
cs.AR2026
Shift-Accumulate Attention: Multiplier-Free Query--Key Products for Transformer Decoding
Khubaib Ahmed, Amna Noor, Ahsan Ul haq
Power-of-two (PoT) quantisation turns a multiplication into a bit shift, so far only for the post-softmax attention--value product. The earlier and larger product, S=QK^T, has not…