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Deep Learning

1752 directly classified papers

Papers per year

Papers

Improving Robustness via Tilted Exponential Layer: A Communication-Theoretic Perspective AISTATS 2024
Video-Based Human Pose Regression via Decoupled Space-Time Aggregation CVPR 2024
On the Impact of Overparameterization on the Training of a Shallow Neural Network in High Dimensions AISTATS 2024
Deep Video Inverse Tone Mapping Based on Temporal Clues CVPR 2024
Spike-guided Motion Deblurring with Unknown Modal Spatiotemporal Alignment CVPR 2024
Dynamic Inter-treatment Information Sharing for Individualized Treatment Effects Estimation AISTATS 2024
Inter-X: Towards Versatile Human-Human Interaction Analysis CVPR 2024
ANIM: Accurate Neural Implicit Model for Human Reconstruction from a single RGB-D Image CVPR 2024
Posterior Uncertainty Quantification in Neural Networks using Data Augmentation AISTATS 2024
Real-Time Simulated Avatar from Head-Mounted Sensors CVPR 2024
FISBe: A Real-World Benchmark Dataset for Instance Segmentation of Long-Range Thin Filamentous Structures CVPR 2024
Towards Real-World HDR Video Reconstruction: A Large-Scale Benchmark Dataset and A Two-Stage Alignment Network CVPR 2024
Learning multivariate temporal point processes via the time-change theorem AISTATS 2024
Archaeoscape: Bringing Aerial Laser Scanning Archaeology to the Deep Learning Era NIPS 2024
Probabilistic Calibration by Design for Neural Network Regression AISTATS 2024
Preventing Arbitrarily High Confidence on Far-Away Data in Point-Estimated Discriminative Neural Networks AISTATS 2024
Density-Regression: Efficient and Distance-aware Deep Regressor for Uncertainty Estimation under Distribution Shifts AISTATS 2024
Interpretable Mesomorphic Networks for Tabular Data NIPS 2024
TabularBench: Benchmarking Adversarial Robustness for Tabular Deep Learning in Real-world Use-cases NIPS 2024
SoftDedup: an Efficient Data Reweighting Method for Speeding Up Language Model Pre-training ACL 2024
Mixture of Nested Experts: Adaptive Processing of Visual Tokens NIPS 2024
Muharaf: Manuscripts of Handwritten Arabic Dataset for Cursive Text Recognition NIPS 2024
Achieving Group Distributional Robustness and Minimax Group Fairness with Interpolating Classifiers AISTATS 2024
Faster Neighborhood Attention: Reducing the O(n^2) Cost of Self Attention at the Threadblock Level NIPS 2024
iToF-flow-based High Frame Rate Depth Imaging CVPR 2024