From f1911cd43e4055fd412afce8db57e7e644d65b53 Mon Sep 17 00:00:00 2001 From: Hubert <163992334+hubert-marek@users.noreply.github.com> Date: Wed, 1 Jul 2026 20:22:06 -0700 Subject: [PATCH] docs: update citation in README to official KDD '26 proceedings Co-Authored-By: Oz --- README.md | 21 ++++++++++++++++----- 1 file changed, 16 insertions(+), 5 deletions(-) diff --git a/README.md b/README.md index 518a3a4f..42ea1cad 100644 --- a/README.md +++ b/README.md @@ -179,12 +179,23 @@ The SFT pipeline filters high-reward Devstral rollouts (reward > 0.8), applies c If you use Agent-Diff in your research, please cite: +**ACM Reference Format:** +> Hubert M. Pyskło, Artem Zhuravel, and Patrick D. Watson. 2026. Agent-Diff: Benchmarking LLM Agents on Enterprise API Tasks via Code Execution with State-Diff-Based Evaluation. In Proceedings of the 32nd ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD ’26), August 09–13, 2026, Jeju Island, Republic of Korea. ACM, New York, NY, USA, 11 pages. https://doi.org/10.1145/3770855.3817555 + +Or use the following BibTeX entry: + ```bibtex -@article{pysklo2025agentdiff, - title={Agent-Diff: Benchmarking LLM Agents on Enterprise API Tasks via Code Execution with State-Diff-Based Evaluation}, - author={Pysklo, Hubert M. and Zhuravel, Artem and Watson, Patrick D.}, - journal={arXiv preprint arXiv:2602.11224}, - year={2025} +@inproceedings{pysklo2026agentdiff, + author = {Pysk{\l}o, Hubert M. and Zhuravel, Artem and Watson, Patrick D.}, + title = {Agent-Diff: Benchmarking LLM Agents on Enterprise API Tasks via Code Execution with State-Diff-Based Evaluation}, + booktitle = {Proceedings of the 32nd ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD '26)}, + series = {KDD '26}, + year = {2026}, + publisher = {Association for Computing Machinery}, + address = {New York, NY, USA}, + doi = {10.1145/3770855.3817555}, + url = {https://doi.org/10.1145/3770855.3817555}, + numpages = {11} } ```