Author

Yu-Xin Xie

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Preprint Sep 2026

ASSERT: Adaptive Stochastic Sampling for Robust Diffusion Models on Analog Compute-in-Memory Hardware

This work investigates diffusion inference using a noise model calibrated and validated against measurements collected from multiple physical CIM chips, and proposes ASSERT, a training-free sampler that uses higher stochasticity early and smoothly transitions to deterministic denoising.

Yuan-Nuo Feng, Yizhe Chen, Wen-Shuai Yao et al. · 0 citations

Jul 2026

Selective KV Cache Protection for Noise-Resilient LLM Inference on Analog Compute-In-Memory Systems

A hierarchical token protection strategy is proposed that keeps sink tokens and a sliding recent-token window on a higher-precision digital path while processing the bulk KV cache on analog CIM, revealing that initial and recent tokens exhibit disproportionate vulnerability to hardware noise.

Yuan-Nuo Feng, Wen-Yong Zhou, Yuang Ma et al. · arXiv.org · 0 citations

#artificial intelligence Preprint Aug 2026

Approximate Speculative Decoding

Approximate Speculative Decoding (ASD) is introduced, a training-free verifier that replaces binary first-mismatch truncation with budgeted longest-prefix selection and reuses the contiguous target-greedy suffix without additional approximate decisions or target-model forward passes.

Yuan-Nuo Feng, Zegang Peng, Yu-Xin Xie et al. · 0 citations