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Learning theory

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Showing 701–725 of 852 papers

TitleStatusHype
Fighting Selection Bias in Statistical Learning: Application to Visual Recognition from Biased Image Databases—0
Weak Robust Compatibility Between Learning Algorithms and Counterfactual Explanation Generation Algorithms—0
What can ecosystems learn? Expanding evolutionary ecology with learning theory—0
What can we Learn by Predicting Accuracy?—0
What Makes Treatment Effects Identifiable? Characterizations and Estimators Beyond Unconfoundedness—0
When Deep Learning Meets Multi-Task Learning in SAR ATR: Simultaneous Target Recognition and Segmentation—0
When is there a Representer Theorem? Reflexive Banach spaces—0
Why is AI hard and Physics simple?—0
Without-Replacement Sampling for Stochastic Gradient Methods: Convergence Results and Application to Distributed Optimization—0
Without-Replacement Sampling for Stochastic Gradient Methods—0
10 Years of Fair Representations: Challenges and Opportunities—0
Yes We Care! -- Certification for Machine Learning Methods through the Care Label Framework—0
Graph-based Discriminators: Sample Complexity and Expressiveness—0
1-bit Matrix Completion: PAC-Bayesian Analysis of a Variational Approximation—0
2 Notes on Classes with Vapnik-Chervonenkis Dimension 1—0
A Bayesian Approach to (Online) Transfer Learning: Theory and Algorithms—0
A Bennett Inequality for the Missing Mass—0
A call for embodied AI—0
Accelerating Federated Edge Learning via Optimized Probabilistic Device Scheduling—0
A Characterization of List Learnability—0
A Characterization of Multiclass Learnability—0
A Closer Look at the Learnability of Out-of-Distribution (OOD) Detection—0
A cognitively driven weighted-entropy model for embedding semantic categories in hyperbolic geometry—0
A Combinatorial Characterization of Supervised Online Learnability—0
A Contextual Online Learning Theory of Brokerage—0
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