Xiaoxuan Yang

Work

University of Virginia
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Assistant Professor

US

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University of Virginia
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Research Scientist

US

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Duke University
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Graduate Researcher

US

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Education

Duke University
United States of America

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Ph.D.

University of California Los Angeles
United States of America

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M.S.

Tsinghua University
China

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B.S.

Publications

AutoRAC: Automated Processing-in-Memory Accelerator Design for Recommender Systems

Summary

conference-paper

Titanus: Enabling KV Cache Pruning and Quantization On-the-Fly for LLM Acceleration

Summary

conference-paper

Block-Wise Mixed-Precision Quantization: Enabling High Efficiency for Practical ReRAM-Based DNN Accelerators

Published by

IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems

Summary

journal-article

Neuro-Symbolic Computing: Advancements and Challenges in Hardware–Software Co-Design

Published by

IEEE Transactions on Circuits and Systems II: Express Briefs

Summary

journal-article

Biologically Plausible Learning on Neuromorphic Hardware Architectures

Published by

2023 IEEE 66th International Midwest Symposium on Circuits and Systems (MWSCAS)

Summary

conference-paper

ESSENCE: Exploiting Structured Stochastic Gradient Pruning for Endurance-Aware ReRAM-Based In-Memory Training Systems

Published by

IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems

Summary

journal-article

Photonic Bayesian Neural Network Using Programmed Optical Noises

Published by

IEEE Journal of Selected Topics in Quantum Electronics

Summary

journal-article

Improving the Robustness and Efficiency of PIM-Based Architecture by SW/HW Co-Design

Published by

Proceedings of the 28th Asia and South Pacific Design Automation Conference

Summary

conference-paper

Improving the Efficiency and Robustness of In-Memory Computing in Emerging Technologies

Summary

dissertation-thesis

Tolerating Noise Effects in Processing‐in‐Memory Systems for Neural Networks: A Hardware–Software Codesign Perspective

Published by

Advanced Intelligent Systems

Summary

journal-article

Tolerating Noise Effects in Processing‐in‐Memory Systems for Neural Networks: A Hardware–Software Codesign Perspective

Published by

Advanced Intelligent Systems

Summary

journal-article

HERO:hessian-enhanced robust optimization for unifying and improving generalization and quantization performance

Published by

Proceedings of the 59th ACM/IEEE Design Automation Conference

Summary

conference-paper

Research Progress on Memristor: From Synapses to Computing Systems

Published by

IEEE Transactions on Circuits and Systems I: Regular Papers

Summary

journal-article

Harnessing optoelectronic noises in a photonic generative network

Published by

Science Advances

Summary

journal-article

Harnessing optoelectronic noises in a photonic generative network

Published by

Science Advances

Summary

journal-article

Approximate Computing and the Efficient Machine Learning Expedition

Published by

arXiv

Summary

preprint

Multi-Objective Optimization of ReRAM Crossbars for Robust DNN Inferencing under Stochastic Noise

Published by

2021 IEEE/ACM International Conference On Computer Aided Design (ICCAD)

Summary

conference-paper

Harnessing Optoelectronic Noises in a Hybrid Photonic Generative Adversarial Network (GAN)

Summary

preprint

Optical Generative Adversarial Network based on Programmable Phase-change Photonics

Published by

Conference on Lasers and Electro-Optics

Summary

conference-paper

ReTransformer:ReRAM-based processing-in-memory architecture for transformer acceleration

Published by

Proceedings of the 39th International Conference on Computer-Aided Design

Summary

conference-paper