Author

Gregory Kielian

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Preprint Sep 2026

CircuitsDNA: Discovering Unconventional Multi-Accuracy Arithmetic Circuits via Evolutionary Synthesis

CircuitsDNA is introduced, an evolutionary framework that automatically evolves accuracy-configurable arithmetic circuits supporting multiple accuracy modes within a single circuit that eliminates all search stalls observed in conventional methods across 8/12/16-bit multipliers, while adaptive mutation provides up to 1...

Rui-Chen Qi, Junyi Luo, Xin Jiang et al. · 0 citations

Preprint Aug 2026

Heterogeneity-Aware Microscaling for Efficient Low-Bit LLM Inference

AdaMX (Adaptive Microscaling), a heterogeneity-aware format and accelerator that removes 83% of the MXFP4 accuracy loss on commonsense and 82% on MMLU, and 43% and 27% of the NVFP4 loss across LLMs from 3B to 70B.

Junyi Luo, Xin Jiang, Tai-Hao Wen et al. · 0 citations