Ashwin De Silva
PhD Student at Johns Hopkins University
Clark Hall 317
Baltimore MD 21218
ldesilv2 at jhu dot edu
Hello there! My name is Ashwin De Silva (අශ්වින් ද සිල්වා in Sinhalese script). I am a PhD candidate in the Department of Biomedical Engineering at Johns Hopkins University, where I am fortunate to be advised by Dr. Joshua Vogelstein, Dr. Pratik Chaudhari (UPenn) and Dr. Carey E. Priebe.
I broadly work on {machine, deep} learning, with an aspiration of bridging the gap between artificial and natural intelligences. My doctoral research is currently focused on learning under non-stationary distributions and out-of-distribution (OOD) generalization with applications in large language models, computer vision, and biomedical data science.
I received my Bachelor’s degree in Biomedical Engineering from University of Moratuwa, Sri Lanka in 2020 ( ranked 1st among ~950 undergrads in the Faculty of Engineering). I completed my thesis on “Designing a Cost-Effective Dry Contact sEMG Sensor System for Controlling a Bionic Hand” with Dr. Simon Kappel and Dr. Thilina Lalitharatne. As an undergrad, I interned at The Florey Institute (University of Melbourne) and Center for Advanced Imaging (University of Queensland), where I worked with Dr. Steve Petrou, Dr. Saman Halgamuge, and Dr. Steffen Bollmann.
Outside work, I love spending time with my wife Malsha, playing the piano, hiking, and trying out new recipes. I am also an avid fan of history, astronomy, movies, and sports in general!
news
Dec 6, 2024 | Gave a talk at the Center for Imaging Science (CIS) Retreat at JHU |
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Nov 15, 2024 | Attended DeepMath 2024 |
Oct 10, 2024 | We’ll also be presenting a poster on prospective learning at the NeuroAI: Fusing Neuroscience and AI for Intelligent Solutions workshop at NeurIPS 2024 |
Sep 26, 2024 | Presented a poster on prospective learning at the 2024 Mathematical and Scientific Foundations of Deep Learning (MoDL) Annual Meeting held at the Simons Foundation, NYC |
Sep 25, 2024 | “Prospective Learning: Learning for a Dynamic Future” was accepted to NeurIPS 2024! 💫 |
Jun 10, 2024 | Spending the 2024 summer at Amazon as an applied scientist intern! |
May 20, 2024 | Graduated with a MSE in Applied Mathematics and Statistics from the Whiting School of Engineering at JHU! 🎓 |
Feb 5, 2024 | Received the MINDS fellowship for Spring 2024 🏆 |
Jan 9, 2024 | Passed my doctoral board oral (DBO) exam. Officially a PhD candidate now! 🎓 |
Aug 22, 2023 | Attended CoLLAs 2023, Montreal, Cananda. |
Jul 22, 2023 | Attended ICML 2023, Honolulu, HI. |
May 15, 2023 | Our paper on “Prospective Learning: Principled Extrapolation to the Future” was accepted to CoLLAs 2023! 💫 |
Apr 24, 2023 | “The Value of Out-of-Distribution Data” was accepted to ICML 2023! 💫 |
Feb 27, 2023 | New paper on “Approximately optimal domain adaptation with Fisher’s Linear Discriminant Analysis” (in collaboration with Microsoft Research) out in arXiv! 💫 |
Dec 3, 2022 | Attended NeurIPS 2023, New Orleans, LA. |
Oct 23, 2022 | Our work on “The Value of Out-of-Distribution Data” won the best short paper award at the OOD-CV workshop, ECCV 2022! 🏆 |
Oct 20, 2022 | 1 Paper accepted to the NeurIPS 2022 workshop on Distribution Shift, New Orleans, LA! 💫 |
Aug 22, 2022 | Our paper titled “The Value of Out-of-Distribution Data” got accepted to the OOD Generalization in Computer Vision workshop at ECCV 2022, Tel Aviv, Israel! 💫 |
Jul 17, 2022 | Attended ICML 2022, Baltimore, MD in person. |
Jun 19, 2022 | Attended CVPR 2022, New Orleans, LA in person. |
Apr 5, 2022 | Attended NAISys 2022 (From Neuroscience to Artificially Intelligent Systems) held in Cold Spring Harbor Laboratory, NY. |
Aug 31, 2021 | Started my PhD in Johns Hopkins, Moved to Baltimore, MD. |
Jun 6, 2021 | Attended ICASSP 2021 virtually. |
Jan 30, 2021 | Our phase unwrapping paper got accepted to ICASSP 2021, Toronto, Canada. |
Jan 6, 2021 | Received Prof. Pathuwathawithana Memorial Prize for the Highest GPA at the Faculty of Engineering, University of Moratuwa, Sri Lanka. |
Dec 4, 2020 | Received a National Merit award from SLAAS for our undergraduate research project. |
Aug 24, 2020 | Graduated from University of Moratuwa (top of the Faculty of Engineering’s class of 2020). |
Aug 20, 2020 | One paper accepcted to IEEE International Conference on Systems, Man and Cybernetics (SMC) 2020, Toronto, Canada. |
Jul 23, 2020 | Completed my tenure as the Chairperson of the IEEE EMBS Student Branch Chapter at University of Moratuwa (term 2019/20). |