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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
Modify Self-Attention via Skeleton Decomposition for Effective Point Cloud Transformer
AAAI 2022
ModLaNets: Learning Generalisable Dynamics via Modularity and Physical Inductive Bias
ICML 2022
Consistency Regularization for Adversarial Robustness
AAAI 2022
BLOX: Macro Neural Architecture Search Benchmark and Algorithms
NIPS 2022
Convolution of Convolution: Let Kernels Spatially Collaborate
CVPR 2022
Expert-Informed, User-Centric Explanations for Machine Learning
AAAI 2022
Roadblocks for Temporarily Disabling Shortcuts and Learning New Knowledge
NIPS 2022
DISTREAL: Distributed Resource-Aware Learning in Heterogeneous Systems
AAAI 2022
FINet: Dual Branches Feature Interaction for Partial-to-Partial Point Cloud Registration
AAAI 2022
Towards an Effective Orthogonal Dictionary Convolution Strategy
AAAI 2022
Hybrid Neural Networks for On-Device Directional Hearing
AAAI 2022
End-to-end LPCNet: A Neural Vocoder With Fully-Differentiable LPC Estimation
INTERSPEECH 2022
HairMapper: Removing Hair From Portraits Using GANs
CVPR 2022
On the Symmetries of Deep Learning Models and their Internal Representations
NIPS 2022
Path Independent Equilibrium Models Can Better Exploit Test-Time Computation
NIPS 2022
Scaled ReLU Matters for Training Vision Transformers
AAAI 2022
Learning Adaptive Axis Attentions in Fine-tuning: Beyond Fixed Sparse Attention Patterns
ACL 2022
Graph-to-Text Generation with Dynamic Structure Pruning
COLING 2022
Where to Pay Attention in Sparse Training for Feature Selection?
NIPS 2022
From Fully Trained to Fully Random Embeddings: Improving Neural Machine Translation with Compact Word Embedding Tables
AAAI 2022
Parameter-Efficient Masking Networks
NIPS 2022
IM-Loss: Information Maximization Loss for Spiking Neural Networks
NIPS 2022
Focal Modulation Networks
NIPS 2022
Efficient Riemannian Meta-Optimization by Implicit Differentiation
AAAI 2022
Knowledge Distillation For CTC-based Speech Recognition Via Consistent Acoustic Representation Learning
INTERSPEECH 2022
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