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Deep Learning

1397 directly classified papers

Papers per year

Papers

A Momentumized, Adaptive, Dual Averaged Gradient Method JMLR 2022
Reverse-mode differentiation in arbitrary tensor network format: with application to supervised learning JMLR 2022
An Error Analysis of Generative Adversarial Networks for Learning Distributions JMLR 2022
Score Matched Neural Exponential Families for Likelihood-Free Inference JMLR 2022
Non-neural Models Matter: a Re-evaluation of Neural Referring Expression Generation Systems ACL 2022
Learning Articulated Rigid Body Dynamics with Lagrangian Graph Neural Network NIPS 2022
Benign Overfitting in Two-layer Convolutional Neural Networks NIPS 2022
Deep Active Learning by Leveraging Training Dynamics NIPS 2022
Mitigating Low Agricultural Productivity of Smallholder Farms in Africa: Time-Series Forecasting for Environmental Stressors AAAI 2022
A Low-Cost & Real-Time Motion Capture System CVPR 2022
Regex in a Time of Deep Learning: The Role of an Old Technology in Age Discrimination Detection in Job Advertisements ACL 2022
M-BAD: A Multilabel Dataset for Detecting Aggressive Texts and Their Targets ACL 2022
An Empirical Study of Memorization in NLP ACL 2022
KinyaBERT: a Morphology-aware Kinyarwanda Language Model ACL 2022
Pyramid Architecture for Multi-Scale Processing in Point Cloud Segmentation CVPR 2022
Exploiting Rigidity Constraints for LiDAR Scene Flow Estimation CVPR 2022
Neural Data-Dependent Transform for Learned Image Compression CVPR 2022
PixMix: Dreamlike Pictures Comprehensively Improve Safety Measures CVPR 2022
Evading the Simplicity Bias: Training a Diverse Set of Models Discovers Solutions With Superior OOD Generalization CVPR 2022
Learning To Learn Across Diverse Data Biases in Deep Face Recognition CVPR 2022
Learning To Solve Hard Minimal Problems CVPR 2022
Dataset Distillation by Matching Training Trajectories CVPR 2022
Asymptotic Study of Stochastic Adaptive Algorithms in Non-convex Landscape JMLR 2022
Training Two-Layer ReLU Networks with Gradient Descent is Inconsistent JMLR 2022
A Trend-Driven Fashion Design System for Rapid Response Marketing in E-commerce AAAI 2022