Deepak Gupta

Papers on Lattice

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Publication activitypapers/week, last 8 weeks

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Architecture Design (Transformers, SSMs, MoE) (1)Inference & Quantization (1)Training Efficiency & Optimization (1)

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Arnav Chavan (1)Nahush Lele (1)Udbhav Bamba (1)Sankalp Dayal (1)

Papers (1)

Feb 16, 2026

Arnav Chavan +5Feb 16, 2026

S2D: Selective Spectral Decay for Quantization-Friendly Conditioning of Neural Activations

By surgically regularizing only the weight components corresponding to the largest singular values, $S^2D$ enables quantization-friendly conditioning of neural activations, improving PTQ accuracy by up to 7% on ImageNet.

Arnav Chavan, Nahush Lele, Udbhav Bamba +3

Architecture Design (Transformers, SSMs, MoE)Inference & Quantization Training Efficiency & Optimization

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Deepak Gupta

Publication activitypapers/week, last 8 weeks

Research focus

Frequent co-authors

Papers (1)