DeepLearning 2.0: Meta-Learning Qualitatively New Components

Publications

Rethinking Bias Mitigation: Fairer Architectures Make for Fairer Face Recognition

Auteurs: Dooley, Samuel; Sukthanker, Rhea Sanjay; Dickerson, John P.; White, Colin; Hutter, Frank; Goldblum, Micah
Publié dans: Advances in Neural Information Processing Systems, Numéro 36, 2023, ISSN 1049-5258
Éditeur: Curran Associates, Inc.
DOI: 10.48550/arxiv.2210.09943

PED-ANOVA: Efficiently Quantifying Hyperparameter Importance in Arbitrary Subspaces

Auteurs: Watanabe, Shuhei; Bansal, Archit; Hutter, Frank
Publié dans: International Joint Conference on Artificial Intelligence, Numéro 32, 2023, ISSN 1045-0823
Éditeur: International Joint Conferences on Artificial Intelligence
DOI: 10.24963/ijcai.2023/488

Weight-Entanglement Meets Gradient-Based Neural Architecture Search

Auteurs: Sukthanker, Rhea Sanjay; Krishnakumar, Arjun; Safari, Mahmoud; Hutter, Frank
Publié dans: International Conference on Automated Machine Learning, Numéro 4, 2024
Éditeur: openreview.net
DOI: 10.48550/arxiv.2312.10440

Probabilistic Transformer: Modelling Ambiguities and Distributions for RNA Folding and Molecule Design

Auteurs: Franke, Jörg K. H.; Runge, Frederic; Hutter, Frank
Publié dans: Advances in Neural Information Processing Systems, Numéro 35, 2022, ISSN 1049-5258
Éditeur: Curran Associates, Inc.
DOI: 10.48550/arxiv.2205.13927

Joint Entropy Search For Maximally-Informed Bayesian Optimization

Auteurs: Hvarfner, Carl; Hutter, Frank; Nardi, Luigi
Publié dans: Advances in Neural Information Processing Systems, Numéro 35, 2022, ISSN 1049-5258
Éditeur: Curran Associates, Inc.
DOI: 10.48550/arXiv.2206.04771

Speeding Up Multi-Objective Hyperparameter Optimization by Task Similarity-Based Meta-Learning for the Tree-Structured Parzen Estimator

Auteurs: Watanabe, Shuhei; Awad, Noor; Onishi, Masaki; Hutter, Frank
Publié dans: International Joint Conference on Artificial Intelligence, Numéro 32, 2023, ISSN 1045-0823
Éditeur: International Joint Conferences on Artificial Intelligence
DOI: 10.24963/ijcai.2023/487

Efficient Bayesian Learning Curve Extrapolation using Prior-Data Fitted Networks

Auteurs: Adriaensen, Steven; Rakotoarison, Herilalaina; Müller, Samuel; Hutter, Frank
Publié dans: Advances in neural information processing systems, Numéro 36, 2023, ISSN 1049-5258
Éditeur: Curran Associates, Inc.
DOI: 10.48550/arxiv.2310.20447

Fast Benchmarking of Asynchronous Multi-Fidelity Optimization on Zero-Cost Benchmarks

Auteurs: Watanabe, Shuhei; Mallik, Neeratyoy; Bergman, Edward; Hutter, Frank
Publié dans: International Conference on Automated Machine Learning, Numéro 4, 2024
Éditeur: openreview.net
DOI: 10.48550/arXiv.2403.01888

Construction of Hierarchical Neural Architecture Search Spaces based on Context-free Grammars

Auteurs: Schrodi, Simon; Stoll, Danny; Ru, Binxin; Sukthanker, Rhea; Brox, Thomas; Hutter, Frank
Publié dans: Advances in Neural Information Processing Systems, Numéro 36, 2023, ISSN 1049-5258
Éditeur: Curran Associates, Inc.
DOI: 10.48550/arxiv.2211.01842

Gray-Box Gaussian Processes for Automated Reinforcement Learning

Auteurs: Shala, Gresa; Biedenkapp, André; Hutter, Frank; Grabocka, Josif
Publié dans: International Conference on Learning Representations, Numéro 11, 2023
Éditeur: openreview.net

c-TPE: Tree-structured Parzen Estimator with Inequality Constraints for Expensive Hyperparameter Optimization

Auteurs: Watanabe, Shuhei; Hutter, Frank
Publié dans: International Joint Conference on Artificial Intelligence, Numéro 32, 2023, ISSN 1045-0823
Éditeur: International Joint Conferences on Artificial Intelligence
DOI: 10.24963/ijcai.2023/486

TabPFN: A Transformer That Solves Small Tabular Classification Problems in a Second

Auteurs: Hollmann, Noah; Muller, Samuel; Eggensperger, Katharina; Hutter, Frank
Publié dans: International Conference on Learning Representations, Numéro 11, 2023
Éditeur: openreview.net
DOI: 10.48550/arXiv.2207.01848

Self-Correcting Bayesian Optimization through Bayesian Active Learning

Auteurs: Hvarfner, Carl; Hellsten, Erik; Hutter, Frank; Nardi, Luigi
Publié dans: Advances in neural information processing systems, Numéro 36, 2023, ISSN 1049-5258
Éditeur: Curran Associates, Inc.
DOI: 10.48550/arXiv.2304.11005

PriorBand: Practical Hyperparameter Optimization in the Age of Deep Learning

Auteurs: Mallik, Neeratyoy; Bergman, Edward; Hvarfner, Carl; Stoll, Danny; Janowski, Maciej; Lindauer, Marius; Nardi, Luigi; Hutter, Frank
Publié dans: Advances in Neural Information Processing Systems, Numéro 36, 2023, ISSN 1049-5258
Éditeur: Curran Associates, Inc.
DOI: 10.48550/arxiv.2306.12370

Quick-Tune: Quickly Learning Which Pretrained Model to Finetune and How

Auteurs: Arango, Sebastian Pineda; Ferreira, Fabio; Kadra, Arlind; Hutter, Frank; Grabocka, Josif
Publié dans: International Conference on Learning Representations, Numéro 11, 2024
Éditeur: OpenReview.net
DOI: 10.48550/arxiv.2306.03828

Zero-Shot AutoML with Pretrained Models

Auteurs: Öztürk, Ekrem; Ferreira, Fabio; Jomaa, Hadi S.; Schmidt-Thieme, Lars; Grabocka, Josif; Hutter, Frank
Publié dans: International Conference on Machine Learning, Numéro 39, 2022, ISSN 2640-3498
Éditeur: PMLR
DOI: 10.48550/arxiv.2206.08476

AutoRL-Bench 1.0

Auteurs: Shala, Gresa; Arango, Sebastian Pineda ; Biedenkapp, André; Hutter, Frank; Grabocka, Josif
Publié dans: Workshop on Meta-Learning at NeurIPS 2022, Numéro 6, 2023
Éditeur: openreview.net

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

Auteurs: Krishnakumar, Arjun; White, Colin; Zela, Arber; Tu, Renbo; Safari, Mahmoud; Hutter, Frank
Publié dans: Neural Information Processing Systems, Numéro 35, 2022, ISSN 1049-5258
Éditeur: Curran Associates, Inc.
DOI: 10.48550/arxiv.2210.03230

In-Context Freeze-Thaw Bayesian Optimization for Hyperparameter Optimization

Auteurs: Rakotoarison, Herilalaina; Adriaensen, Steven; Mallik, Neeratyoy; Garibov, Samir; Bergman, Eddie; Hutter, Frank
Publié dans: International Conference on Machine Learning, Numéro 41, 2024, ISSN 2640-3498
Éditeur: PMLR
DOI: 10.48550/arXiv.2404.16795

JAHS-Bench-201: A Foundation For Research On Joint Architecture And Hyperparameter Search

Auteurs: Bansal, Archit; Stoll, Danny; Janowski, Maciej; Zela, Arber; Hutter,Frank
Publié dans: Advances in Neural Information Processing Systems Datasets and Benchmarks Track, Numéro 36, 2022, ISSN 1049-5258
Éditeur: Curran Associates, Inc.

Can Fairness be Automated? Guidelines and Opportunities for Fairness-aware AutoML

Auteurs: Weerts, Hilde; Pfisterer, Florian; Feurer, Matthias; Eggensperger, Katharina; Bergman, Edward; Awad, Noor; Vanschoren, Joaquin; Pechenizkiy, Mykola; Bischl, Bernd; Hutter, Frank
Publié dans: Journal of Artificial Intelligence Research, Numéro 79, 2024, ISSN 1076-9757
Éditeur: Morgan Kaufmann Publishers, Inc.
DOI: 10.1613/jair.1.14747

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