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Deep Learning

1397 directly classified papers

Papers per year

Papers

Robust Methods for High-Dimensional Linear Learning JMLR 2023
Robust Generalization Against Photon-Limited Corruptions via Worst-Case Sharpness Minimization CVPR 2023
Data Labeling for Machine Learning Engineers: Project-Based Curriculum and Data-Centric Competitions AAAI 2023
Generalization Bounds for Noisy Iterative Algorithms Using Properties of Additive Noise Channels JMLR 2023
3D Human Pose Estimation via Intuitive Physics CVPR 2023
Global and Local Mixture Consistency Cumulative Learning for Long-Tailed Visual Recognitions CVPR 2023
Overlooked Factors in Concept-Based Explanations: Dataset Choice, Concept Learnability, and Human Capability CVPR 2023
Maestro: A Gamified Platform for Teaching AI Robustness AAAI 2023
Class-Conditional Sharpness-Aware Minimization for Deep Long-Tailed Recognition CVPR 2023
Physics Guided Neural Networks for Time-Aware Fairness: An Application in Crop Yield Prediction AAAI 2023
“Nothing Abnormal”: Disambiguating Medical Reports via Contrastive Knowledge Infusion AAAI 2023
How to Control Sentiment in Text Generation: A Survey of the State-of-the-Art in Sentiment-Control Techniques ACL 2023
Spatio-Temporal Graph Neural Point Process for Traffic Congestion Event Prediction AAAI 2023
Inducing Neural Collapse in Deep Long-tailed Learning AISTATS 2023
On the Implicit Geometry of Cross-Entropy Parameterizations for Label-Imbalanced Data AISTATS 2023
HeteRSGD: Tackling Heterogeneous Sampling Costs via Optimal Reweighted Stochastic Gradient Descent AISTATS 2023
Coherent Probabilistic Forecasting of Temporal Hierarchies AISTATS 2023
Leveraging Inpainting for Single-Image Shadow Removal ICCV 2023
Loss-Curvature Matching for Dataset Selection and Condensation AISTATS 2023
Global-Local Regularization Via Distributional Robustness AISTATS 2023
Meta-Learning with Adjoint Methods AISTATS 2023
Efficient and Light-Weight Federated Learning via Asynchronous Distributed Dropout AISTATS 2023
BoxDiff: Text-to-Image Synthesis with Training-Free Box-Constrained Diffusion ICCV 2023
Classification of Adolescents’ Risky Behavior in Instant Messaging Conversations AISTATS 2023
Fixing by Mixing: A Recipe for Optimal Byzantine ML under Heterogeneity AISTATS 2023