- [Aug 2024] Machine Learning Systems book is out! It was a pleasure to be able to contribute to the chapter on Robust AI! Please star the book on github!
- [Aug 2024] Our paper, “Exploring the Impact of Weak Links Between
- [Jul 2024] The ML and Systems Rising Stars workshop was held at NVIDIA! Check out the 2024 Rising Stars!
- [Jun 2024] PyTorchFI has been downloaded more than 50,000x and eclipsed 100 citations! If you haven’t already started using it for AI/HW robustness, you can
pip install pytorchfi! - [May 2024] Guess & Sketch presented at ICLR. Congrats Celine!
- [Apr 2024] Our paper on PFAS in computing systems presented at HotEthics Workshop (co-located with ASPLOS 2024). Congrats Mariam!
- [Jan 2024] Our paper titled “Guess & Sketch: Language Model Guided Transpilation” has been accepted to ICLR 2024!
- [Dec 2023] Our NeurIPS paper and code are now public!
- [Nov 2023] “Silent Data Corruption in Robot Operating System: A Case for End-to-End System-Level Fault Analysis Using Autonomous UAVs” has been accepted to IEEE TCAD!
- [Sept 2023] “Hardware Resilience Properties of Text-Guided Image Classifiers” has been accepted to NeurIPS 2023!
- [Aug 2023] Launched the new ML and Systems Rising Stars program!
- [Jun 2023] Serving on the ICCD 2023 PC.
- [Jun 2023] Excited to help organize the uArch 2023 workshop!
- [Apr 2023] Serving on the MICRO 2023 PC.
- [Feb 2023] Our paper titled “ApproxCaliper: A Programmable Framework for Application-aware Neural Network Optimization” has been accepted for publication at MLSys 2023!
- [Jan 2023] Excited to join the YArch 2023 program committee! Submit your best work!
- [Dec 2022] Our paper titled “MAVFI: An End-to-End Fault Analysis Framework with Anomaly Detection and Recovery for Micro Aerial Vehicles” has been accepted for publication at DATE 2023!
- [Oct 2022] GoldenEye is featured in the 2022 ICCAD Cadathlon as the System Design & Analysis challenge problem!
- [Oct 2022] Co-organized the JOBS Workshop at MICRO 2022!
- GoldenEye is open sourced! Check it out and let us know what you think!
- “GoldenEye: A Platform for Evaluating Emerging Numerical Data Formats in DNN Accelerators” has been accepted to DSN 2022! Paper and code to appear soon!
- “A Dataflow-Aware Fault Resilience Analysis Framework for DNN Accelerators” has been accepted for publication at YArch 2022!
- FRL-FI has been accepted for publication at DATE 2022!
- Presented my work on DNN resilience at ISSRE 2021!
- Invited to speak at the Career Workshop for Inclusion and Diversity in Computer Architecture (CWIDCA), co-located with MICRO-54!
- Our tool, PyTorchFI, has surpassed 25,000 downloads and has been accepted into the PyTorch EcoSystem!
- Our paper titled “Optimizing Selective Protection for CNN Resilience” has been accepted for publication at ISSRE 2021!
- Serving on the ASPLOS 2022 ERC.
- Serving as an ASPLOS 2022 Social Co-Chair (w/ Elba Garza).
- Accepted to the 2nd Cultural Competence in Computing (3C) Fellows cohort (w/ Udit Gupta and Lillie Pentecost)!
- Serving on the MICRO 2021 Artifact Evaluation Committee.
- Invited to attend the Stanford Faculty Job Search Bootcamp 2021 and the New England Future Faculty Workshop 2021.
- Our paper titled “Mentoring Opportunities in Computer Architecture: Analyzing the Past to Develop the Future” is accepted to WCAE 2021, colocated with ISCA 2021! Paper, Workshop Video, Panel Discussion.
- Serving as an ASPLOS 2021 Social Co-Chair (w/ Elba Garza).
- Joined the Harvard Architecture, Circuits, and Compilers Group as a Postdoc Researcher!
- Deposited my PhD thesis! Title: Towards Scalable and Specialized Application Error Analysis.
- If you are a graduate or undergraduate student in computer architecture, checkout the Computer Architecture Student Association (CASA)! Founded by students, for students!
- Presented our work on HarDNN at SRC TECHCON 2020!
- Invited to attend the 2020 NextProf Nexus Workshop!
- Presented our paper titled, “PyTorchFI: A Runtime Perturbation Tool for DNNs” at DSN-DSML 2020!
- Our paper titled, “Inter-Kernel Reuse-Aware Thread Block Scheduling” is accepted for publication at TACO 2020!
- Awarded the CITL Certificate in Foundations of Teaching!
- Presented our paper titled, “Feature Map Vulnerability Evaluation in CNNs” at SARA 2020!
- Received the Certificate of Mentorship from the Graduate College at UIUC for mentoring two undergraduate students in research!
- “Approximate Checkers” is accepted at WAX 2019!
- Released PyTorchFI, a runtime error injection tool for PyTorch!
Go ahead and pip install pytorchfi! - Received the Lynn Conway Research Award for Best Technical Demonstration at ADA!
- Received the Mavis Future Faculty Fellowship Award for 2019-2020!
- Presented our paper titled, “Minotaur: Adapting Software Testing Techniques for Hardware Errors” at ASPLOS 2019!
- Invited to attend the 7th Heidelberg Laureate Forum, 1 of 200 young researchers invited worldwide!
- Presented our paper titled, “Optimizing Software-Directed Instruction Replication for GPU Error Detection” at SC 2018!
