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Volume 293: International Conference on Automated Machine Learning, 8-11 September 2025, Cornell Tech, New York, NY, USA
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Editors: Leman Akoglu, Carola Doerr, Jan N. van Rijn, Roman Garnett, Jacob R. Gardner
PiML: Automated Machine Learning Workflow Optimization using LLM Agents
; Proceedings of the Fourth International Conference on Automated Machine Learning, PMLR 293:1/1-42
Feasibility-Driven Trust Region Bayesian Optimization
; Proceedings of the Fourth International Conference on Automated Machine Learning, PMLR 293:2/1-28
Iterative Monte Carlo Tree Search for Neural Architecture Search
; Proceedings of the Fourth International Conference on Automated Machine Learning, PMLR 293:3/1-17
Frozen Layers: Memory-efficient Many-fidelity Hyperparameter Optimization
; Proceedings of the Fourth International Conference on Automated Machine Learning, PMLR 293:4/1-24
Fast Bayesian Optimization of Function Networks with Partial Evaluations
; Proceedings of the Fourth International Conference on Automated Machine Learning, PMLR 293:5/1-20
syftr: Pareto-Optimal Generative AI
; Proceedings of the Fourth International Conference on Automated Machine Learning, PMLR 293:6/1-33
The Ranking Trick: A Simple and Robust Alternative to Score-Based Regression for AutoML
; Proceedings of the Fourth International Conference on Automated Machine Learning, PMLR 293:7/1-29
Regularized Neural Ensemblers
; Proceedings of the Fourth International Conference on Automated Machine Learning, PMLR 293:8/1-33
What Makes Freezing Layers in Deep Neural Networks Effective? A Linear Separability Perspective
; Proceedings of the Fourth International Conference on Automated Machine Learning, PMLR 293:9/1-32
EG-ENAS: Efficient and Generalizable Evolutionary Neural Architecture Search for Image Classification
; Proceedings of the Fourth International Conference on Automated Machine Learning, PMLR 293:10/1-20
Hyperparameter Optimization via Interacting with Probabilistic Circuits
; Proceedings of the Fourth International Conference on Automated Machine Learning, PMLR 293:11/1-39
SmartCal: A Novel Automated Approach to Classifier Probability Calibration
; Proceedings of the Fourth International Conference on Automated Machine Learning, PMLR 293:12/1-14
AutoPDL: Automatic Prompt Optimization for LLM Agents
; Proceedings of the Fourth International Conference on Automated Machine Learning, PMLR 293:13/1-20
Obeying the Order: Introducing Ordered Transfer Hyperparameter Optimization
; Proceedings of the Fourth International Conference on Automated Machine Learning, PMLR 293:14/1-29
Multi-layer Stack Ensembles for Time Series Forecasting
; Proceedings of the Fourth International Conference on Automated Machine Learning, PMLR 293:15/1-30
Transferrable Surrogates in Expressive Neural Architecture Search Spaces
; Proceedings of the Fourth International Conference on Automated Machine Learning, PMLR 293:16/1-29
Overtuning in Hyperparameter Optimization
; Proceedings of the Fourth International Conference on Automated Machine Learning, PMLR 293:17/1-43
CAPO: Cost-Aware Prompt Optimization
; Proceedings of the Fourth International Conference on Automated Machine Learning, PMLR 293:18/1-45
Revisiting Learning Rate Control
; Proceedings of the Fourth International Conference on Automated Machine Learning, PMLR 293:19/1-19
\textttconfopt: A Library for Implementation and Evaluation of Gradient-based One-Shot NAS Methods
; Proceedings of the Fourth International Conference on Automated Machine Learning, PMLR 293:20/1-24
Ax: A Platform for Adaptive Experimentation
; Proceedings of the Fourth International Conference on Automated Machine Learning, PMLR 293:21/1-25
Exploring One Million Machine Learning Pipelines: A Benchmarking Study
; Proceedings of the Fourth International Conference on Automated Machine Learning, PMLR 293:22/1-34
AutoML Algorithms for Online Generalized Additive Model Selection: Application to Electricity Demand Forecasting
; Proceedings of the Fourth International Conference on Automated Machine Learning, PMLR 293:23/1-19
CATBench: A Compiler Autotuning Benchmarking Suite for Black-box Optimization
; Proceedings of the Fourth International Conference on Automated Machine Learning, PMLR 293:24/1-20
Auto-nnU-Net: Towards Automated Medical Image Segmentation
; Proceedings of the Fourth International Conference on Automated Machine Learning, PMLR 293:25/1-31
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