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Deep Learning

1,397 papers

Papers per year

3
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233
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Papers

Robust Non-linear Normalization of Heterogeneous Feature Distributions with Adaptive Tanh-Estimators AISTATS 2024
Learning Granger Causality from Instance-wise Self-attentive Hawkes Processes AISTATS 2024
Deep anytime-valid hypothesis testing AISTATS 2024
AsGrad: A Sharp Unified Analysis of Asynchronous-SGD Algorithms AISTATS 2024
DeepFDR: A Deep Learning-based False Discovery Rate Control Method for Neuroimaging Data AISTATS 2024
Free-form Flows: Make Any Architecture a Normalizing Flow AISTATS 2024
Optimising Distributions with Natural Gradient Surrogates AISTATS 2024
GRAWA: Gradient-based Weighted Averaging for Distributed Training of Deep Learning Models AISTATS 2024
Towards Convergence Rates for Parameter Estimation in Gaussian-gated Mixture of Experts AISTATS 2024
Deep Learning-Based Alternative Route Computation AISTATS 2024
Multi-resolution Time-Series Transformer for Long-term Forecasting AISTATS 2024
Complexity of Single Loop Algorithms for Nonlinear Programming with Stochastic Objective and Constraints AISTATS 2024
Majority Rules Guided Aspect-Category Based Sentiment Analysis via Label Prior Knowledge COLING 2024
Mitigating Misleading Chain-of-Thought Reasoning with Selective Filtering COLING 2024
Mitigating Shortcuts in Language Models with Soft Label Encoding COLING 2024
An Empirical Study of Scaling Law for Scene Text Recognition CVPR 2024
Revisiting Adversarial Training at Scale CVPR 2024
Navigate Beyond Shortcuts: Debiased Learning Through the Lens of Neural Collapse CVPR 2024
Mosaic-SDF for 3D Generative Models CVPR 2024
A Noisy Elephant in the Room: Is Your Out-of-Distribution Detector Robust to Label Noise? CVPR 2024
Modular Blind Video Quality Assessment CVPR 2024
Learned Scanpaths Aid Blind Panoramic Video Quality Assessment CVPR 2024
Scaling Laws for Data Filtering-- Data Curation cannot be Compute Agnostic CVPR 2024
Preserving Fairness Generalization in Deepfake Detection CVPR 2024
Incremental Residual Concept Bottleneck Models CVPR 2024