Author

Zu-Xiong Tan

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Review Open access 2026

A Cross-Layer Survey of Low-Power Machine Learning From Algorithm to Hardware

Energy is now a primary constraint for modern machine-learning training and inference, from hyperscale data centers to battery-constrained edge devices. Prior surveys cover efficient and green deep learning, edge artificial intelligence (AI), accelerator architectures, lifecycle-level energy reduction, and measurement...

Zu-Xiong Tan, Ali Karkehabadi, Ning Miao et al. · IEEE Access · 0 citations

#large language models Preprint Sep 2026

AMEND: Audited Margins Enable Nonblocking Drops in GPU-PIM LLM Decoding

AMEND predicts each block's BLASST verdict from margins audited at earlier steps, so the GPU fetches only predicted survivors while near-bank PIM units in high-bandwidth memory (HBM) concurrently score the omitted complement.

Zu-Xiong Tan, Will Wei-Jen Wang, Wei Shao et al. · 0 citations

Preprint Aug 2026

Beyond End-to-End Success: Diagnosing Failures in Long-Horizon Security LLM Agents

The results show that the dominant source of failure can shift across model generations, motivating evaluation that diagnoses where and why long-horizon security agents fail rather than relying only on aggregate task success.

Wei Shao, Chongzhou Fang, Zu-Xiong Tan et al. · 1 citation