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Varun Manjunath

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#machine learning Preprint Oct 2026

SoloQ: Calibration-Free Quantization for Diffusion Language Models

Diffusion large language models dLLMs) have emerged as a promising alternative to autoregressive language models through bidirectional diffusion-based token generation. However, their growing model sizes and high inference costs make efficient deployment challenging: full-sequence denoising repeatedly invokes compute-i...

Donghyun Lee, Arkapravo Ghosh, Varun Manjunath et al. · 0 citations
#machine learning Preprint Nov 2025

NeuroFlex: Lossless Element-Level ANN-SNN Co-Execution for Efficient Sparse Inference

NeuroFlex is the first accelerator to assign every output element independently to ANN or SNN execution mode with zero accuracy loss, and extends integer-exact ANN-SNN equivalence from layers to individual output elements, thereby enabling mode switching with no conversion error.

Varun Manjunath, P. Ramesh, Gopalakrishnan Srinivasan · 0 citations

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