2024
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Sukthanker, Rhea Sanjay; Staffler, Benedikt; Hutter, Frank; Klein, Aaron Large Language Model Compression with Neural Architecture Search Inproceedings In: NeurIPS 2024 Workshop on Machine Learning and Compression, 2024. @inproceedings{Sukthanker2024c,
title = {Large Language Model Compression with Neural Architecture Search},
author = {Rhea Sanjay Sukthanker and Benedikt Staffler and Frank Hutter and Aaron Klein},
year = {2024},
booktitle = {NeurIPS 2024 Workshop on Machine Learning and Compression},
keywords = {}
}
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Sukthanker, Rhea Sanjay; Zela, Arber; Staffler, Benedikt; Klein, Aaron; Purucker, Lennart; Franke, Joerg K. H.; Hutter, Frank HW-GPT-Bench: Hardware-Aware Architecture Benchmark for Language Models Inproceedings In: 38th Conference on Neural Information Processing Systems (NeurIPS), DBT Track, 2024. @inproceedings{Sukthanker2024e,
title = {HW-GPT-Bench: Hardware-Aware Architecture Benchmark for Language Models},
author = {Rhea Sanjay Sukthanker and Arber Zela and Benedikt Staffler and Aaron Klein and Lennart Purucker and Joerg K.H. Franke and Frank Hutter},
year = {2024},
booktitle = {38th Conference on Neural Information Processing Systems (NeurIPS), DBT Track},
keywords = {}
}
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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. @inproceedings{Sukthanker2024b,
title = {Weight-Entanglement Meets Gradient-Based Neural Architecture Search},
author = {Rhea Sanjay Sukthanker and Arjun Krishnakumar and Mahmoud Safari and Frank Hutter},
year = {2024},
booktitle = {Proceedings of the Third International Conference on Automated Machine Learning (AutoML 2024), Methods Track},
keywords = {}
}
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Sukthanker, Rhea Sanjay; Zela, Arber; Staffler, Benedikt; Dooley, Samuel; Grabocka, Josif; Hutter, Frank Multi-objective Differentiable Neural Architecture Search Conference 2nd Workshop on Advancing Neural Network Training: Computational Efficiency, Scalability, and Resource Optimization (WANT@ICML), 2024. @conference{Sukthanker2024,
title = {Multi-objective Differentiable Neural Architecture Search},
author = {Rhea Sanjay Sukthanker and Arber Zela and Benedikt Staffler and Samuel Dooley and Josif Grabocka and Frank Hutter},
year = {2024},
booktitle = {2nd Workshop on Advancing Neural Network Training: Computational Efficiency, Scalability, and Resource Optimization (WANT@ICML)},
keywords = {}
}
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2023
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Schrodi, Simon; Stoll, Danny; Ru, Binxin; Sukthanker, Rhea Sanjay; Brox, Thomas; Hutter, Frank Construction of Hierarchical Neural Architecture Search Spaces based on Context-free Grammars Inproceedings In: Thirty-seventh Conference on Neural Information Processing Systems (NeurIPS), 2023. @inproceedings{schrodi2023hierarchical,
title = {Construction of Hierarchical Neural Architecture Search Spaces based on Context-free Grammars},
author = {Simon Schrodi and Danny Stoll and Binxin Ru and Rhea Sanjay Sukthanker and Thomas Brox and Frank Hutter},
year = {2023},
booktitle = {Thirty-seventh Conference on Neural Information Processing Systems (NeurIPS)},
keywords = {}
}
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Dooley*, Samuel; Sukthanker*, Rhea Sanjay; Dickerson, John P; White, Colin; Hutter, Frank; Goldblum, Micah Rethinking Bias Mitigation: Fairer Architectures Make for Fairer Face Recognition Inproceedings In: Thirty-seventh Conference on Neural Information Processing Systems (NeurIPS), 2023, (Oral Paper - top 2% of accepted papers). @inproceedings{dooley-fairnas-2023,
title = {Rethinking Bias Mitigation: Fairer Architectures Make for Fairer Face Recognition},
author = {Samuel Dooley* and Rhea Sanjay Sukthanker* and John P Dickerson and Colin White and Frank Hutter and Micah Goldblum},
year = {2023},
booktitle = {Thirty-seventh Conference on Neural Information Processing Systems (NeurIPS)},
keywords = {}
}
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White, Colin; Safari, Mahmoud; Sukthanker, Rhea; Ru, Binxin; Elsken, Thomas; Zela, Arber; Dey, Debadeepta; Hutter, Frank Neural Architecture Search: Insights from 1000 Papers Online 2023, visited: 20.01.2023. @online{white2023neural,
title = {Neural Architecture Search: Insights from 1000 Papers},
author = {Colin White and Mahmoud Safari and Rhea Sukthanker and Binxin Ru and Thomas Elsken and Arber Zela and Debadeepta Dey and Frank Hutter},
year = {2023},
keywords = {}
}
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Schrodi, Simon; Stoll, Danny; Ru, Binxin; Sukthanker, Rhea; Brox, Thomas; Hutter, Frank Construction of Hierarchical Neural Architecture Search Spaces based on Context-free Grammars Miscellaneous 2023. @misc{schrodi2023construction,
title = {Construction of Hierarchical Neural Architecture Search Spaces based on Context-free Grammars},
author = {Simon Schrodi and Danny Stoll and Binxin Ru and Rhea Sukthanker and Thomas Brox and Frank Hutter},
year = {2023},
keywords = {}
}
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2022
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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. @inproceedings{sukthanker2022gravite,
title = {GraViT-E: Gradient-based Vision Transformer Search with Entangled Weights},
author = {Rhea Sanjay Sukthanker and Arjun Krishnakumar and Sharat Patil and Frank Hutter},
year = {2022},
booktitle = {Sixth Workshop on Meta-Learning at the Conference on Neural Information Processing Systems},
keywords = {}
}
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Dooley, Samuel; Sukthanker, Rhea Sanjay; Dickerson, John P; White, Colin; Hutter, Frank; Goldblum, Micah On the Importance of Architectures and Hyperparameters for Fairness in Face Recognition Inproceedings In: Workshop on Trustworthy and Socially Responsible Machine Learning, NeurIPS 2022, 2022. @inproceedings{dooley2022on,
title = {On the Importance of Architectures and Hyperparameters for Fairness in Face Recognition},
author = {Samuel Dooley and Rhea Sanjay Sukthanker and John P Dickerson and Colin White and Frank Hutter and Micah Goldblum},
year = {2022},
booktitle = {Workshop on Trustworthy and Socially Responsible Machine Learning, NeurIPS 2022},
keywords = {}
}
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Dooley, Samuel; Sukthanker, Rhea Sanjay; Dickerson, John P; White, Colin; Hutter, Frank; Goldblum, Micah On the Importance of Architectures and Hyperparameters for Fairness in Face Recognition Inproceedings In: Sixth Workshop on Meta-Learning at the Conference on Neural Information Processing Systems, 2022. @inproceedings{dooley2022on,
title = {On the Importance of Architectures and Hyperparameters for Fairness in Face Recognition},
author = {Samuel Dooley and Rhea Sanjay Sukthanker and John P Dickerson and Colin White and Frank Hutter and Micah Goldblum},
year = {2022},
booktitle = {Sixth Workshop on Meta-Learning at the Conference on Neural Information Processing Systems},
keywords = {}
}
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Schrodi, Simon; Stoll, Danny; Ru, Binxin; Sukthanker, Rhea Sanjay; Brox, Thomas; Hutter, Frank Towards Discovering Neural Architectures from Scratch Inproceedings In: Sixth Workshop on Meta-Learning at the Conference on Neural Information Processing Systems, 2022. @inproceedings{schrodi2022towards,
title = {Towards Discovering Neural Architectures from Scratch},
author = {Simon Schrodi and Danny Stoll and Binxin Ru and Rhea Sanjay Sukthanker and Thomas Brox and Frank Hutter},
year = {2022},
booktitle = {Sixth Workshop on Meta-Learning at the Conference on Neural Information Processing Systems},
keywords = {}
}
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