From c65db7e67b3e1102be1d34a2107da69c58f01376 Mon Sep 17 00:00:00 2001 From: Tushar Krishna Date: Sat, 25 Jul 2026 16:33:15 -0400 Subject: [PATCH 1/2] Revise paper citation and update motivation details Updated the paper reference and citation instructions in the README. --- README.md | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/README.md b/README.md index 7583f6e9..2f350a79 100644 --- a/README.md +++ b/README.md @@ -6,7 +6,8 @@ This is a repository of Chakra schema and a complementary set of tools and capab Chakra is under active development as a [MLCommons](https://mlcommons.org/en)® research project. Please see [MLCommons Chakra Working Group](https://mlcommons.org/en/groups/research-chakratracebench/) for more details for participating in this effort. -A detailed description of the original motivation and guiding principles can be found [here](https://arxiv.org/abs/2305.14516). The paper was published prior to Chakra becoming a MLCommons project. Please cite this repository to refer to the latest Chakra schema and tools. +A detailed description of the motivation, guiding principles and current status can be found in Chakra's MLSys 2026 Paper [here](https://arxiv.org/abs/2605.11333). +Please cite this paper and repository to refer to the latest Chakra schema and tools. ## Installation From c3a3bdfae5ba844397ae3751d026b52793b83c47 Mon Sep 17 00:00:00 2001 From: Jinsun Yoo <38969914+jinsun-yoo@users.noreply.github.com> Date: Mon, 27 Jul 2026 07:57:20 -0700 Subject: [PATCH 2/2] Bibtex --- README.md | 13 +++++++++++++ 1 file changed, 13 insertions(+) diff --git a/README.md b/README.md index 2f350a79..e926b19e 100644 --- a/README.md +++ b/README.md @@ -9,6 +9,19 @@ Chakra is under active development as a [MLCommons](https://mlcommons.org/en)® A detailed description of the motivation, guiding principles and current status can be found in Chakra's MLSys 2026 Paper [here](https://arxiv.org/abs/2605.11333). Please cite this paper and repository to refer to the latest Chakra schema and tools. +``` +@inproceedings{ +sridharan2026mlcommons, +title={{MLC}ommons Chakra: Advancing Performance Benchmarking and Co-design using Standardized Execution Traces}, +author={Srinivas Sridharan and Andy Balogh and Bradford M. Beckmann and Brian Coutinho and Louis Feng and Sheng Fu and Sanshan Gao and Mehryar Garakani and Taekyung Heo and David Kanter and Josh Ladd and Ziwei Li and Winston Liu and Changhai Man and Dan Mihailescu and Spandan More and Joongun Park and Ashwin Ramachandran and Vinay Ramakrishnaiah and Saeed Rashidi and Vijay Reddi and Puneet Sharma and Phio Tian and William Won and Hanjiang Wu and Huan Xu and Jinsun Yoo and Tushar Krishna}, +booktitle={Ninth Conference on Machine Learning and Systems}, +year={2026}, +location={Bellevue, WA, USA}, +series={MLSys '26}, +url={https://openreview.net/forum?id=s2WcSv2Hzt} +} +``` + ## Installation Check out [`USER_GUIDE`](USER_GUIDE.md) for details.