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model selection

503 papers

Papers

Robust Model Selection and Nearly-Proper Learning for GMMs NeurIPS 2022 Scaling Laws Under the Microscope: Predicting Transformer Performance from Small Scale Experiments EMNLP 2022 SMAC3: A Versatile Bayesian Optimization Package for Hyperparameter Optimization JMLR 2022 Sort by Structure: Language Model Ranking as Dependency Probing NAACL 2022 Structural Kernel Search via Bayesian Optimization and Symbolical Optimal Transport NeurIPS 2022 The Fragility of Multi-Treebank Parsing Evaluation COLING 2022 Unifying and Boosting Gradient-Based Training-Free Neural Architecture Search NeurIPS 2022 UniPELT: A Unified Framework for Parameter-Efficient Language Model Tuning ACL 2022 Universal and data-adaptive algorithms for model selection in linear contextual bandits ICML 2022 Which Model To Transfer? Finding the Needle in the Growing Haystack CVPR 2022 An Empirical Study on Hyperparameter Optimization for Fine-Tuning Pre-trained Language Models ACL 2021 Asymptotics of the Bootstrap via Stability with Applications to Inference with Model Selection NeurIPS 2021 A Theory of Multiple-Source Adaptation with Limited Target Labeled Data AISTATS 2021 Automatic Unsupervised Outlier Model Selection NeurIPS 2021 AutoText: An End-to-End AutoAI Framework for Text AAAI 2021 Boosting Ensemble Accuracy by Revisiting Ensemble Diversity Metrics CVPR 2021 Can We Characterize Tasks Without Labels or Features? CVPR 2021 Characterizing Fairness Over the Set of Good Models Under Selective Labels ICML 2021 Dual Active Learning for Both Model and Data Selection IJCAI 2021 Dynamic Balancing for Model Selection in Bandits and RL ICML 2021 GAIA: A Transfer Learning System of Object Detection That Fits Your Needs CVPR 2021 Gone Fishing: Neural Active Learning with Fisher Embeddings NeurIPS 2021 How Linguistically Fair Are Multilingual Pre-Trained Language Models? AAAI 2021 Information criteria for non-normalized models JMLR 2021 Ising Model Selection Using ℓ_1-Regularized Linear Regression: A Statistical Mechanics Analysis NeurIPS 2021