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Neural Networks

11,723 papers

Papers per year

25
148
1385
860
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Papers

Deep Dependency Networks and Advanced Inference Schemes for Multi-Label Classification AISTATS 2024
Preventing Arbitrarily High Confidence on Far-Away Data in Point-Estimated Discriminative Neural Networks AISTATS 2024
Probabilistic Calibration by Design for Neural Network Regression AISTATS 2024
Fixed-kinetic Neural Hamiltonian Flows for enhanced interpretability and reduced complexity AISTATS 2024
On Feynman-Kac training of partial Bayesian neural networks AISTATS 2024
On the Impact of Overparameterization on the Training of a Shallow Neural Network in High Dimensions AISTATS 2024
Functional Flow Matching AISTATS 2024
NoisyMix: Boosting Model Robustness to Common Corruptions AISTATS 2024
Holographic Global Convolutional Networks for Long-Range Prediction Tasks in Malware Detection AISTATS 2024
An Analytic Solution to Covariance Propagation in Neural Networks AISTATS 2024
Uncertainty-aware Continuous Implicit Neural Representations for Remote Sensing Object Counting AISTATS 2024
Weight-Sharing Regularization AISTATS 2024
The effect of Leaky ReLUs on the training and generalization of overparameterized networks AISTATS 2024
Understanding the Generalization Benefits of Late Learning Rate Decay AISTATS 2024
Identifiability of Product of Experts Models AISTATS 2024
Pathwise Explanation of ReLU Neural Networks AISTATS 2024
Data Driven Threshold and Potential Initialization for Spiking Neural Networks AISTATS 2024
Random Oscillators Network for Time Series Processing AISTATS 2024
Tight Verification of Probabilistic Robustness in Bayesian Neural Networks AISTATS 2024
On the Sample Complexity of Two-Layer Networks: Lipschitz Vs. Element-Wise Lipschitz Activation ALT 2024
RedEx: Beyond Fixed Representation Methods via Convex Optimization ALT 2024
Provable Accelerated Convergence of Nesterov’s Momentum for Deep ReLU Neural Networks ALT 2024
Universal Representation of Permutation-Invariant Functions on Vectors and Tensors ALT 2024
A Hong Kong Sign Language Corpus Collected from Sign-interpreted TV News COLING 2024
An Evaluation of Croatian ASR Models for Čakavian Transcription COLING 2024