Main Conference Track
Poster session 1a + 1b
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Searching for Fairer Machine Learning Ensembles - Michael Feffer, Martin Hirzel, Samuel C Hoffman, Kiran Kate, Parikshit Ram, Avraham Shinnar
OpenReview PDF Video Teaser Discord channel Room for poster presentation: D-Space -
Neural Architecture Search for Visual Anomaly Segmentation - Tommie Kerssies, Joaquin Vanschoren
OpenReview PDF Video Teaser Discord channel Room for poster presentation: D-Space -
Better Practices for Domain Adaptation - Linus Ericsson, Da Li, Timothy Hospedales
OpenReview PDF Video Teaser Discord channel Room for poster presentation: D-Space -
Multi-Predict: Few Shot Predictors For Efficient Neural Architecture Search - Yash Akhauri, Mohamed S Abdelfattah
OpenReview PDF Video Teaser Discord channel Room for poster presentation: D-Space -
Self-Adjusting Weighted Expected Improvement for Bayesian Optimization - Carolin Benjamins, Elena Raponi, Anja Jankovic, Carola Doerr, Marius Lindauer
OpenReview PDF Video Teaser Discord channel Room for poster presentation: D-Space -
CMA-ES for Post Hoc Ensembling in AutoML: A Great Success and Salvageable Failure - Lennart Oswald Purucker, Joeran Beel
OpenReview PDF Video Teaser Discord channel Room for poster presentation: D-Space -
Symbolic Explanations for Hyperparameter Optimization - Sarah Segel, Helena Graf, Alexander Tornede, Bernd Bischl, Marius Lindauer
OpenReview PDF Video Teaser Discord channel Room for poster presentation: D-Space -
PS-AAS: Portfolio Selection for Automated Algorithm Selection in Black-Box Optimization - Ana Kostovska, Gjorgjina Cenikj, Diederick Vermetten, Anja Jankovic, Ana Nikolikj, Urban Skvorc, Peter Korosec, Carola Doerr, Tome Eftimov
OpenReview PDF Video Teaser Discord channel Room for poster presentation: Room 51 -
Balanced Mixture of Supernets for Learning the CNN Pooling Architecture - Mehraveh Javan Roshtkhari, Matthew Toews, Marco Pedersoli
OpenReview PDF Video Teaser Discord channel Room for poster presentation: Room 51 -
“No Free Lunch” in Neural Architectures? A Joint Analysis of Expressivity, Convergence, and Generalization - Wuyang Chen, Wei Huang, Zhangyang Wang
OpenReview PDF Video Teaser Discord channel Room for poster presentation: Room 51
Poster session 2a + 2b
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Meta-Learning for Fast Model Recommendation in Unsupervised Multivariate Time Series Anomaly Detection - Jose Manuel Navarro, Alexis Huet, Dario Rossi
OpenReview PDF Video Teaser Discord channel Room for poster presentation: D-Space -
Computationally Efficient High-Dimensional Bayesian Optimization via Variable Selection - Yihang Shen, Carl Kingsford
OpenReview PDF Video Teaser Discord channel Room for poster presentation: D-Space -
Q(D)O-ES: Population-based Quality (Diversity) Optimisation for Post Hoc Ensemble Selection in AutoML - Lennart Oswald Purucker, Lennart Schneider, Marie Anastacio, Joeran Beel, Bernd Bischl, Holger Hoos
OpenReview PDF Video Teaser Discord channel Room for poster presentation: D-Space -
Learning Activation Functions for Sparse Neural Networks - Mohammad Loni, Aditya Mohan, Mehdi Asadi, Marius Lindauer
OpenReview PDF Video Teaser Discord channel Room for poster presentation: D-Space -
AutoRL Hyperparameter Landscapes - Aditya Mohan, Carolin Benjamins, Konrad Wienecke, Alexander Dockhorn, Marius Lindauer
OpenReview PDF Video Teaser Discord channel Room for poster presentation: D-Space -
Poisson Process for Bayesian Optimization - Xiaoxing Wang, Jiaxing Li, Chao Xue, Wei Liu, Weifeng Liu, Xiaokang Yang, Junchi Yan, Dacheng Tao
OpenReview PDF Video Teaser Discord channel Room for poster presentation: D-Space -
MEOW - Multi-Objective Evolutionary Weapon Detection - Daniel Dimanov, Colin Singleton, Shahin Rostami, Emili Balaguer-Ballester
OpenReview PDF Video Teaser Discord channel Room for poster presentation: D-Space -
Cost-Effective Hyperparameter Optimization for Large Language Model Generation Inference - Chi Wang, Xueqing Liu, Ahmed Hassan Awadallah
OpenReview PDF Video Teaser Discord channel Room for poster presentation: Room 51 -
Optimal Resource Allocation for Early Stopping-based Neural Architecture Search Methods - Marcel Aach, Eray Inanc, Rakesh Sarma, Morris Riedel, Andreas Lintermann
OpenReview PDF Video Teaser Discord channel Room for poster presentation: Room 51 -
Exploiting Network Compressibility and Topology in Zero-Cost NAS - Lichuan Xiang, Rosco Hunter, Minghao Xu, Łukasz Dudziak, Hongkai Wen
OpenReview PDF Video Teaser Discord channel Room for poster presentation: Room 51
ABCD Track
Poster session 1a + 1b
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AutoGluon–TimeSeries: AutoML for Probabilistic Time Series Forecasting - Oleksandr Shchur, Ali Caner Turkmen, Nick Erickson, Huibin Shen, Alexander Shirkov, Tony Hu, Bernie Wang
OpenReview PDF Video Teaser Discord channel Room for poster presentation: Bellevue -
MA-BBOB: Many-Affine Combinations of BBOB Functions for Evaluating AutoML Approaches in Noiseless Numerical Black-Box Optimization Contexts - Diederick Vermetten, Furong Ye, Thomas Bäck, Carola Doerr
OpenReview PDF Video Teaser Discord channel Room for poster presentation: Bellevue
Poster session 2a + 2b
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ABLATOR: Robust Horizontal-Scaling of Machine Learning Ablation Experiments - Iordanis Fostiropoulos, Laurent Itti
OpenReview PDF Video Teaser Discord channel Room for poster presentation: Bellevue -
AlphaD3M: An Open-Source AutoML Library for Multiple ML Tasks - Roque Lopez, Raoni Lourenco, Remi Rampin, Sonia Castelo, Aécio S. R. Santos, Jorge Henrique Piazentin Ono, Claudio Silva, Juliana Freire
OpenReview PDF Video Teaser Discord channel Room for poster presentation: Bellevue
Journal Track
Poster session 1a + 1b
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SMAC3: A Versatile Bayesian Optimization Package for Hyperparameter Optimization - Marius Lindauer, Katharina Eggensperger, Matthias Feurer, André Biedenkapp, Difan Deng, Carolin Benjamins, Tim Ruhkopf, Rene Sass, Frank Hutter
OpenReview PDF Video Teaser Discord channel Room for poster presentation: Room 57 -
Automated Reinforcement Learning (AutoRL) A Survey and Open Problems - Raghu Rajan, Jack Parker-Holder, Xingyou Song, André Biedenkapp, Yingjie Miao, Theresa Eimer, Baohe Zhang, Vu Nguyen, Roberto Calandra, Aleksandra Faust, Frank Hutter, Marius Lindauer
OpenReview PDF Video Teaser Discord channel Room for poster presentation: Room 57 -
MASIF: Meta-learned Algorithm Selection using Implicit Fidelity Information - Tim Ruhkopf, Aditya Mohan, Difan Deng, Alexander Tornede, Frank Hutter, Marius Lindauer
OpenReview PDF Video Teaser Discord channel Room for poster presentation: Room 58 -
Understanding and Simplifying Architecture Search in Spatio-Temporal Graph Neural Networks - Zhen Xu, Quanming Yao, Yong Li, Qiang Yang
OpenReview PDF Video Teaser Discord channel Room for poster presentation: Room 58 -
Fast and Informative Model Selection using Learning Curve Cross-Validation - Felix Mohr, Jan N. van Rijn
OpenReview PDF Video Teaser Discord channel Room for poster presentation: Room 58
Poster session 2a + 2b
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Structural Learning in Artificial Neural Networks: A Neural Operator Perspective - Kaitlin Maile, Luga Hervé, Dennis George Wilson
OpenReview PDF Video Teaser Discord channel Room for poster presentation: Room 57 -
Towards Green Automated Machine Learning: Status Quo and Future Directions - Tanja Tornede, Alexander Tornede, Jonas Hanselle, Felix Mohr, Marcel Wever, Eyke Hüllermeier
OpenReview PDF Video Teaser Discord channel Room for poster presentation: Room 57 -
Learning to Optimize: A Primer and A Benchmark - Tianlong Chen, Xiaohan Chen, Wuyang Chen, Howard Heaton, Jialin Liu, Zhangyang Wang, Wotao Yin
OpenReview PDF Video Teaser Discord channel Room for poster presentation: Room 58 -
Multi-objective Bayesian Optimization with Heuristic Objectives for Biomedical and Molecular Data Analysis Workflows - Alina Selega, Kieran R. Campbell
OpenReview PDF Video Teaser Discord channel Room for poster presentation: Room 58 -
JsonGrinder.jl: automated differentiable neural architecture for embedding arbitrary JSON data - Šimon Mandlík, Matěj Račinský, Viliam Lisý, Tomáš Pevný
OpenReview PDF Video Teaser Discord channel Room for poster presentation: Room 58
Workshop Track
Poster session 3
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forester: A Novel Approach to Accessible and Interpretable AutoML for Tree-Based Modeling - Anna Kozak, Hubert Ruczyński
OpenReview PDF Video Teaser Discord channel Room for poster presentation: D-Space -
Python Wrapper for Simulating Multi-Fidelity Optimization on HPO Benchmarks without Any Wait - Shuhei Watanabe
OpenReview PDF Video Teaser Discord channel Room for poster presentation: D-Space -
Structural Pruning of Large Language Models via Neural Architecture Search - Aaron Klein, Jacek Golebiowski, Xingchen Ma, Valerio Perrone, Cedric Archambeau
OpenReview PDF Video Teaser Discord channel Room for poster presentation: D-Space -
Generating Neural Network Architectures with Conditional Graph Normalizing Flows - Lichuan Xiang, Łukasz Dudziak, Abhinav Mehrotra, Mohamed S Abdelfattah, Nicholas Donald Lane, Hongkai Wen
OpenReview PDF Video Teaser Discord channel Room for poster presentation: D-Space -
Distilled Pruning: Using Synthetic Data to Win the Lottery - Luke McDermott, Daniel Cummings
OpenReview PDF Video Teaser Discord channel Room for poster presentation: D-Space -
Neural Growth and Pruning in Dynamic Learning Environments - Kaitlin Maile, Luga Hervé, Dennis George Wilson
OpenReview PDF Video Teaser Discord channel Room for poster presentation: D-Space -
Continual learning under domain transfer with sparse synaptic bursting - Shawn Lawrence Beaulieu, Jeff Clune, Nick Cheney
OpenReview PDF Video Teaser Discord channel Room for poster presentation: D-Space -
OpenML-CTR23 – A curated tabular regression benchmarking suite - Sebastian Felix Fischer, Matthias Feurer, Bernd Bischl
OpenReview PDF Video Teaser Discord channel Room for poster presentation: Room 51 -
Adaptive Regularization for Class-Incremental Learning - Elif Ceren Gok, Murat Onur Yildirim, Mert Kilickaya, Joaquin Vanschoren
OpenReview PDF Video Teaser Discord channel Room for poster presentation: Room 51 -
Learning Debuggable Models Through Multi-Objective NAS - Zachariah J Carmichael, Tim Moon, Sam Ade Jacobs
OpenReview PDF Video Teaser Discord channel Room for poster presentation: Room 51 -
Obeying the Order: Introducing Ordered Transfer Hyperparameter Optimisation - Sigrid Passano Hellan, Huibin Shen, Francois-Xavier Aubet, David Salinas, Aaron Klein
OpenReview PDF Video Teaser Discord channel Room for poster presentation: Bellevue -
Efficient Multi-stage Inference on Tabular Data - Daniel Johnson, Igor L. Markov
OpenReview PDF Video Teaser Discord channel Room for poster presentation: Bellevue -
Differentiable Architecture Search: a One-Shot Method? - Jonas Geiping, Jovita Lukasik, Margret Keuper, Michael Moeller
OpenReview PDF Video Teaser Discord channel Room for poster presentation: Room 57 -
Oversampling to Repair Bias and Imbalance Simultaneously - Martin Hirzel, Parikshit Ram
OpenReview PDF Video Teaser Discord channel Room for poster presentation: Room 57 -
Evaluating supernets for neural architecture search - Gabriel Meyer-Lee, Nick Cheney
OpenReview PDF Video Teaser Discord channel Room for poster presentation: Room 58 -
ELENAS: Elementary Neural Architecture Search - Lukas Aichberger, Günter Klambauer
OpenReview PDF Video Teaser Discord channel Room for poster presentation: Room 58 -
On the selection of neural architectures from a supernet - Gabriel Meyer-Lee, Nick Cheney
OpenReview PDF Video Teaser Discord channel Room for poster presentation: Room 58 -
Class-attribute Priors: Adapting Optimization to Heterogeneity and Fairness Objective - Xuechen Zhang, Mingchen Li, Vala Vakilian, Jiasi Chen, Christos Thrampoulidis, Samet Oymak
OpenReview PDF Video Teaser Discord channel Room for poster presentation: Belvedere
Posters from competitions
Poster session 1a + 1b
- Auto-Survey Competition Discord channel Room for poster presentation:
Belvedere
Poster session 3
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AutoML Cup Discord channel Room for poster presentation: Belvedere
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Lightweight NAS Competition (for next year) Discord channel Room for poster presentation: Belvedere
Posters from / discussions with keynote presenters
Poster session 1a + 1b
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Mihaela van der Schaar Room for poster presentation: Belvedere
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Eytan Bakshy Room for poster presentation: Belvedere
Poster session 2a + 2b
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Esteban Real Room for poster presentation: Belvedere
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Madeleine Udell Room for poster presentation: Belvedere
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Hayeon Lee Room for poster presentation: Belvedere