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Optimization & Theory

6,829 papers (27 classified directly here)

Subtopics

Model Compression (1,785) Optimization (1,664) Efficient Computing (1,579) Theory (1,082) Neural Network Optimization (903) Evaluation (509) Loss Functions (123) Interpretability (105) Stochastic Methods (97) Regularization (77) Generalization (24) Sparse Optimization (7)

Papers per year

8
50
642
1173
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Papers (including subtopics)

Faster Projection-Free Augmented Lagrangian Methods via Weak Proximal Oracle AISTATS 2023
Meta-Learning with Adjoint Methods AISTATS 2023
Explicit Regularization in Overparametrized Models via Noise Injection AISTATS 2023
Overparameterized Random Feature Regression with Nearly Orthogonal Data AISTATS 2023
Loss-Curvature Matching for Dataset Selection and Condensation AISTATS 2023
A Mini-Block Fisher Method for Deep Neural Networks AISTATS 2023
ForestPrune: Compact Depth-Pruned Tree Ensembles AISTATS 2023
Large deviations rates for stochastic gradient descent with strongly convex functions AISTATS 2023
On the Implicit Geometry of Cross-Entropy Parameterizations for Label-Imbalanced Data AISTATS 2023
Spread Flows for Manifold Modelling AISTATS 2023
Regression as Classification: Influence of Task Formulation on Neural Network Features AISTATS 2023
Minimizing the Accumulated Trajectory Error To Improve Dataset Distillation CVPR 2023
X-Pruner: eXplainable Pruning for Vision Transformers CVPR 2023
1% VS 100%: Parameter-Efficient Low Rank Adapter for Dense Predictions CVPR 2023
You Need Multiple Exiting: Dynamic Early Exiting for Accelerating Unified Vision Language Model CVPR 2023
Differentiable Shadow Mapping for Efficient Inverse Graphics CVPR 2023
Analyzing and Diagnosing Pose Estimation With Attributions CVPR 2023
Masked Autoencoders Enable Efficient Knowledge Distillers CVPR 2023
Search-Map-Search: A Frame Selection Paradigm for Action Recognition CVPR 2023
Wavelet Diffusion Models Are Fast and Scalable Image Generators CVPR 2023
NoisyQuant: Noisy Bias-Enhanced Post-Training Activation Quantization for Vision Transformers CVPR 2023
Deep Random Projector: Accelerated Deep Image Prior CVPR 2023
Fair Scratch Tickets: Finding Fair Sparse Networks Without Weight Training CVPR 2023
Co-Training 2L Submodels for Visual Recognition CVPR 2023
Global Vision Transformer Pruning With Hessian-Aware Saliency CVPR 2023