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Techniques

8,241 papers (36 classified directly here)

Subtopics

Model Architecture (4,354) Pretraining (2,483) Attention (1,111) Normalization (341) Attention Mechanism (150)

Papers per year

4
30
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Papers (including subtopics)

Stochastic Normalization NIPS 2020
Bayesian Attention Modules NIPS 2020
Greedy Optimization Provably Wins the Lottery: Logarithmic Number of Winning Tickets is Enough NIPS 2020
Self-Supervised Visual Representation Learning from Hierarchical Grouping NIPS 2020
MPNet: Masked and Permuted Pre-training for Language Understanding NIPS 2020
SAC: Accelerating and Structuring Self-Attention via Sparse Adaptive Connection NIPS 2020
Design Space for Graph Neural Networks NIPS 2020
CLEARER: Multi-Scale Neural Architecture Search for Image Restoration NIPS 2020
Pruning Filter in Filter NIPS 2020
DiffGCN: Graph Convolutional Networks via Differential Operators and Algebraic Multigrid Pooling NIPS 2020
Improving model calibration with accuracy versus uncertainty optimization NIPS 2020
Batch normalization provably avoids ranks collapse for randomly initialised deep networks NIPS 2020
What if Neural Networks had SVDs? NIPS 2020
HAWQ-V2: Hessian Aware trace-Weighted Quantization of Neural Networks NIPS 2020
Model Rubik’s Cube: Twisting Resolution, Depth and Width for TinyNets NIPS 2020
Batch Normalization Biases Residual Blocks Towards the Identity Function in Deep Networks NIPS 2020
Auto-Panoptic: Cooperative Multi-Component Architecture Search for Panoptic Segmentation NIPS 2020
Hypersolvers: Toward Fast Continuous-Depth Models NIPS 2020
On Convergence and Generalization of Dropout Training NIPS 2020
A Group-Theoretic Framework for Data Augmentation NIPS 2020
Delta-STN: Efficient Bilevel Optimization for Neural Networks using Structured Response Jacobians NIPS 2020
Attribute Prototype Network for Zero-Shot Learning NIPS 2020
Firefly Neural Architecture Descent: a General Approach for Growing Neural Networks NIPS 2020
MeshSDF: Differentiable Iso-Surface Extraction NIPS 2020
Passport-aware Normalization for Deep Model Protection NIPS 2020