[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!
[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!
[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!
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).