Posts by Collection

portfolio

publications

Two Teachers Better Than One: Hardware-Physics Co-Guided Distributed Scientific Machine Learning

Published in Design Automation Conference (DAC), 2026

This paper presents EPIC, a hardware- and physics-co-guided distributed SciML framework for full-waveform inversion. It explores how edge-side encoding and physics-aware decoding can reduce communication latency and energy while preserving physical fidelity.

Recommended citation: Yuchen Yuan, Junhuan Yang, Hao Wan, Yipei Liu, Hanhan Wu, Youzuo Lin and Lei Yang. (2026). "Two Teachers Better Than One: Hardware-Physics Co-Guided Distributed Scientific Machine Learning." Proceedings of the 63rd Design Automation Conference (DAC).

talks

teaching

Inclusive Teaching for STEM Graduate Students Mini-Course

Teaching certificate, Stearns Center for Teaching and Learning, George Mason University, 2025

Spring 2025 — Completed the Inclusive Teaching for STEM Graduate Students Mini-Course offered by the Stearns Center for Teaching and Learning at George Mason University.

Graduate Teaching Assistant

Graduate courses, George Mason University, Department of Electrical and Computer Engineering, 2025

Fall 2025 — I served as a Graduate Teaching Assistant for three courses in the ECE department at George Mason University.

Recitation Instructor, ECE 528: Introduction to Random Processes

Graduate course, George Mason University, Department of Electrical and Computer Engineering, 2026

Spring 2026 — I served as the Recitation Instructor for ECE 528: Introduction to Random Processes, a graduate-level course in the ECE department at George Mason University.