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Deep Learning

113 directly classified papers

Papers per year

Papers

The Neural Testbed: Evaluating Joint Predictions NIPS 2022
Amortized Inference for Heterogeneous Reconstruction in Cryo-EM NIPS 2022
A Unified Hard-Constraint Framework for Solving Geometrically Complex PDEs NIPS 2022
FiLM-Ensemble: Probabilistic Deep Learning via Feature-wise Linear Modulation NIPS 2022
Online Deep Equilibrium Learning for Regularization by Denoising NIPS 2022
HSDF: Hybrid Sign and Distance Field for Modeling Surfaces with Arbitrary Topologies NIPS 2022
COVID-EENet: Predicting Fine-Grained Impact of COVID-19 on Local Economies AAAI 2022
DeepAuth: A DNN Authentication Framework by Model-Unique and Fragile Signature Embedding AAAI 2022
Neural Piecewise-Constant Delay Differential Equations AAAI 2022
DeepGPD: A Deep Learning Approach for Modeling Geospatio-Temporal Extreme Events AAAI 2022
Unsupervised Anomaly Detection by Robust Density Estimation AAAI 2022
Differentiable Multiple Shooting Layers NIPS 2021
Neural Symplectic Form: Learning Hamiltonian Equations on General Coordinate Systems NIPS 2021
A Permutation-Equivariant Neural Network Architecture For Auction Design AAAI 2021
LayoutReader: Pre-training of Text and Layout for Reading Order Detection EMNLP 2021
Dynamic Neural Radiance Fields for Monocular 4D Facial Avatar Reconstruction CVPR 2021
TabNet: Attentive Interpretable Tabular Learning AAAI 2021
Joint inference and input optimization in equilibrium networks NIPS 2021
Deep Gradient Projection Networks for Pan-sharpening CVPR 2021
Neural Parts: Learning Expressive 3D Shape Abstractions With Invertible Neural Networks CVPR 2021
The LOB Recreation Model: Predicting the Limit Order Book from TAQ History Using an Ordinary Differential Equation Recurrent Neural Network AAAI 2021
Relative Uncertainty Learning for Facial Expression Recognition NIPS 2021
Spatial Ensemble: a Novel Model Smoothing Mechanism for Student-Teacher Framework NIPS 2021
AutoETER: Automated Entity Type Representation for Knowledge Graph Embedding EMNLP 2020
SurVAE Flows: Surjections to Bridge the Gap between VAEs and Flows NIPS 2020