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NAS, Research engineer

Arjun Krishnakumar

Postal address
Institut für Informatik
Albert-Ludwigs-Universität Freiburg
Sekretariat Hutter/Maschinelles Lernen
Georges-Köhler-Allee 074
79110 Freiburg, Germany
Office
Building 74, Room 00-010

Publications

2024

Sukthanker, Rhea Sanjay; Krishnakumar, Arjun; Safari, Mahmoud; Hutter, Frank

Weight-Entanglement Meets Gradient-Based Neural Architecture Search Inproceedings

In: Proceedings of the Third International Conference on Automated Machine Learning (AutoML 2024), Methods Track, 2024.

Krishnakumar, Arjun; Jha, Abhash Kumar; Moradian, Shakiba; Rapp, Martin; Hutter, Frank

LoRA-DARTS: Low Rank Adaptation for Differentiable Architecture Search Inproceedings

In: Proceedings of the Third International Conference on Automated Machine Learning (AutoML 2024), Workshop Track, 2024.

2022

Krishnakumar, Arjun; White, Colin; Zela, Arber; Tu, Renbo; Safari, Mahmoud; Hutter, Frank

NAS-Bench-Suite-Zero: Accelerating Research on Zero Cost Proxies Inproceedings

In: Thirty-sixth Conference on Neural Information Processing Systems, 2022.

Mehta*, Yash; White*, Colin; Zela, Arber; Krishnakumar, Arjun; Zabergja, Guri; Moradian, Shakiba; Safari, Mahmoud; Yu, Kaicheng; Hutter, Frank

NAS-Bench-Suite: NAS Evaluation is (Now) Surprisingly Easy Inproceedings

In: International Conference on Learning Representations (ICLR) 2022, 2022.

Sukthanker, Rhea Sanjay; Krishnakumar, Arjun; Patil, Sharat; Hutter, Frank

GraViT-E: Gradient-based Vision Transformer Search with Entangled Weights Inproceedings

In: Sixth Workshop on Meta-Learning at the Conference on Neural Information Processing Systems, 2022.