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55 papers

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neural architecture search (666) architecture optimization (64) loss function (462) adversarial attack (1621) hyperparameter optimization (406) bayesian optimization (624) weight sharing (99) heuristic search (165) model architecture (324) network architecture (142)

Papers

Automated Discovery of Adaptive Attacks on Adversarial Defenses NIPS 2021
Generic Neural Architecture Search via Regression NIPS 2021
TNASP: A Transformer-based NAS Predictor with a Self-evolution Framework NIPS 2021
Towards More Practical and Efficient Automatic Dominance Breaking AAAI 2021
Composite Adversarial Attacks AAAI 2021
PyGlove: Symbolic Programming for Automated Machine Learning NIPS 2020
Breaking the Curse of Space Explosion: Towards Efficient NAS with Curriculum Search ICML 2020
Loss Function Search for Face Recognition ICML 2020
Densely Connected Search Space for More Flexible Neural Architecture Search CVPR 2020
Effective Search of Logical Forms for Weakly Supervised Knowledge-Based Question Answering IJCAI 2020
ODSS: Efficient Hybridization for Optimal Coalition Structure Generation AAAI 2020
TextNAS: A Neural Architecture Search Space Tailored for Text Representation AAAI 2020
Multi-document Summarization with Maximal Marginal Relevance-guided Reinforcement Learning EMNLP 2020
A Study on Encodings for Neural Architecture Search NIPS 2020
Sub-linear Regret Bounds for Bayesian Optimisation in Unknown Search Spaces NIPS 2020
Ansor: Generating High-Performance Tensor Programs for Deep Learning OSDI 2020
Adaptive Stochastic Natural Gradient Method for One-Shot Neural Architecture Search ICML 2019
Progressive Differentiable Architecture Search: Bridging the Depth Gap Between Search and Evaluation ICCV 2019
Bayesian Optimization with Unknown Search Space NIPS 2019
Counting the Optimal Solutions in Graphical Models NIPS 2019
Fine-Grained Search Space Classification for Hard Enumeration Variants of Subset Problems AAAI 2019
Learning search spaces for Bayesian optimization: Another view of hyperparameter transfer learning NIPS 2019
Search Progress and Potentially Expanded States in Greedy Best-First Search IJCAI 2018
Understanding and Simplifying One-Shot Architecture Search ICML 2018
Enumerating Distinct Decision Trees ICML 2017