Yingfa Chen
paper

2024

(EREN) Robust and Scalable Model Editing for Large Language Models

GitHub | Paper (upcoming)

TL;DR: A reader is augmented with a growing notebook that caches all edits in natural texts, and the reader retrieves relevant edits and make inference based on them. This achieves SOTA in model editing in QA and fact-checking.

525 words, 3 min

Paper

2023

CFDBench: A Comprehensive Benchmark for Machine Learning Methods in Fluid Dynamics

Code | Paper (on hold by ArXiv) | Paper (preprints.org) | 知乎

I did this work with my girlfriend, whose research direction is computational fluid dynamics (CFD). We observed that there are numerous research works in applying deep learning (DL) to solve CFD problems. E.g., Pangu-Weather have shown that DL methods can not only be more accurate than the best numerical methods, but can also be multiple magnitudes faster.

312 words, 1 min

Research
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