Most of my colleagues and PhD students have exclaimed at some point or the other — if only I had been a researcher in an earlier time, my innovations would have been so much more impactful. This sometime happens when we look at the seemingly small increments that we make in our chosen field (Computer […]
To Fuse Wisely in Serverless DAGs: A Sigmetrics Winner
This post gives a high-level view of our Sigmetrics 2022 paper, which was recently announced at the conference as the best paper winner. Ashraf Mahgoub, Edgardo Barsallo Yi (Purdue University), Karthick Shankar (CMU), Eshaan Minocha (Purdue University), Sameh Elnikety (Microsoft Research), Saurabh Bagchi, and Somali Chaterji (Purdue University). WISEFUSE: Workload Characterization and DAG Transformation for […]
LiteReconfig at Eurosys 2022: Cost and Content-Aware Video Object Detection for Mobile GPUs
Object detection is arguably one of central problems in computer vision. Much progress has been made over the past few years in deep learning based object detectors. Despite their impressive accuracy results on standard benchmarks, these models come at a price of their complexity and computational cost. This imposes a major barrier to deploy these […]
Back in the Saddle Again, or Most French Stereotypes are True
I traveled recently to Rennes, France for an in-person conference, Eurosys, and had occasion to spend a wondrous week basking in the French sun, getting soaked in the French rain, interacting with people who are their entire selves, and remembering the joys and the tribulations of physical travel. I hope I will never have to […]
To The Migrant In Us
Citation Many of the graduate students in our universities have come from lands far and near, outside the borders of the US. They adapt to the ways of life here, which are different in ways small and large, and become the engine that keeps our research enterprise galloping along. This article reflects on some challenges […]
Your Job Can Be Done Better By My Algorithm
Citation Reams have been written on jobs being replaced by algorithms and by robots running on algorithms. Much of the most impactful writing has come from economists — my two favorite ones are Joseph Stiglitz and Daron Acemoglu, or for a more lay person perspective read this NYTimes article that covers their work. Some of […]
OpenReview: A Positive Direction for Peer Review?
Citation I recently had occasion to use OpenReview as the reviewing platform for a conference. The conference was the International Conference on Learning Representations (ICLR), a core Machine Learning conference. I used it both as a reviewer and as an author. OpenReview is a platform that is distinguished by two features: It facilitates dialog between […]
Cultivating Habits: -1 +2 for Researchers
Citation We know through countless books and media material that good habits are important. We are told this from our childhoods and we know of examples of good habits and the bad ones from all our readings. New Year is stereotypically the time when we have to resolve to make some of the first and […]
Three algorithms to live by: LSTM, FedAverage, C-W
Citation We come across many algorithms in our education and work. Here I look at three relatively recent ones from the area of Machine Learning (ML), and more specifically from my vantage point of reliability and security of ML. There have been reams written on each, at various levels of technical depth. So obviously I […]
Big Data and Security: Oxymoron?
Citation Big data technologies have dramatically changed the world we live in, and in double quick time. And you know that unless you have been living under a Martian rock. We take it for granted in many of our daily interactions — in our personal lives as well as at work. Big data technologies fuel […]
Distant Whispers from an Academic Engineer's World 