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Deep Learning
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Model Architecture
4,351 papers
Papers per year
2006: 1
2008: 1
2009: 1
2010: 1
2013: 5
2014: 5
2015: 22
2016: 57
2017: 124
2018: 231
2019: 415
2020: 405
2021: 617
2022: 503
2023: 619
2024: 584
2025: 505
2026: 255
Papers
Winning the Lottery Ahead of Time: Efficient Early Network Pruning
ICML 2022
Sparse MLP for Image Recognition: Is Self-Attention Really Necessary?
AAAI 2022
Long-range Sequence Modeling with Predictable Sparse Attention
ACL 2022
Mitigating Neural Network Overconfidence with Logit Normalization
ICML 2022
A Quantitative Geometric Approach to Neural-Network Smoothness
NIPS 2022
Module-Aware Optimization for Auxiliary Learning
NIPS 2022
Masking Adversarial Damage: Finding Adversarial Saliency for Robust and Sparse Network
CVPR 2022
Globally Injective ReLU Networks
JMLR 2022
Hierarchical Graph Transformer with Adaptive Node Sampling
NIPS 2022
A Preordered RNN Layer Boosts Neural Machine Translation in Low Resource Settings
COLING 2022
Monarch: Expressive Structured Matrices for Efficient and Accurate Training
ICML 2022
Accelerating Code Search with Deep Hashing and Code Classification
ACL 2022
CoordGAN: Self-Supervised Dense Correspondences Emerge From GANs
CVPR 2022
Learnable Sparse Filterbank for Speaker Verification
INTERSPEECH 2022
Gradient and Mangitude Based Pruning for Sparse Deep Neural Networks
AAAI 2022
iCNN-Transformer: An improved CNN-Transformer with Channel-spatial Attention and Keyword Prediction for Automated Audio Captioning
INTERSPEECH 2022
Interactiveness Field in Human-Object Interactions
CVPR 2022
Mixture-of-Experts with Expert Choice Routing
NIPS 2022
High Quality Segmentation for Ultra High-Resolution Images
CVPR 2022
A Stochastic Momentum Accelerated Quasi-Newton Method for Neural Networks (Student Abstract)
AAAI 2022
Analyzing and Mitigating Interference in Neural Architecture Search
ICML 2022
MultiplexNet: Towards Fully Satisfied Logical Constraints in Neural Networks
AAAI 2022
Not All Bits have Equal Value: Heterogeneous Precisions via Trainable Noise
NIPS 2022
Objective Metrics to Evaluate Residual-Echo Suppression During Double-Talk in the Stereophonic Case
INTERSPEECH 2022
Confidence Histograms for Model Reliability Analysis and Temperature Calibration
MIDL 2022
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