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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
Condensing CNNs With Partial Differential Equations
CVPR 2022
PokeBNN: A Binary Pursuit of Lightweight Accuracy
CVPR 2022
MSTR: Multi-Scale Transformer for End-to-End Human-Object Interaction Detection
CVPR 2022
Learned Queries for Efficient Local Attention
CVPR 2022
DeltaCNN: End-to-End CNN Inference of Sparse Frame Differences in Videos
CVPR 2022
Deep 3D-to-2D Watermarking: Embedding Messages in 3D Meshes and Extracting Them From 2D Renderings
CVPR 2022
Give Me Your Attention: Dot-Product Attention Considered Harmful for Adversarial Patch Robustness
CVPR 2022
Stochastic Backpropagation: A Memory Efficient Strategy for Training Video Models
CVPR 2022
Linearizing Transformer with Key-Value Memory
EMNLP 2022
Effective and Efficient Query-aware Snippet Extraction for Web Search
EMNLP 2022
Rethinking Positional Encoding in Tree Transformer for Code Representation
EMNLP 2022
A Template-based Method for Constrained Neural Machine Translation
EMNLP 2022
Mixture of Attention Heads: Selecting Attention Heads Per Token
EMNLP 2022
Towards Interactivity and Interpretability: A Rationale-based Legal Judgment Prediction Framework
EMNLP 2022
Leveraging Locality in Abstractive Text Summarization
EMNLP 2022
Attention and Edge-Label Guided Graph Convolutional Networks for Named Entity Recognition
EMNLP 2022
Better Few-Shot Relation Extraction with Label Prompt Dropout
EMNLP 2022
Measuring the Mixing of Contextual Information in the Transformer
EMNLP 2022
EdgeFormer: A Parameter-Efficient Transformer for On-Device Seq2seq Generation
EMNLP 2022
Textual Backdoor Attacks Can Be More Harmful via Two Simple Tricks
EMNLP 2022
A Stacking-based Efficient Method for Toxic Language Detection on Live Streaming Chat
EMNLP 2022
How Much Does Attention Actually Attend? Questioning the Importance of Attention in Pretrained Transformers
EMNLP 2022
Legal-Tech Open Diaries: Lesson learned on how to develop and deploy light-weight models in the era of humongous Language Models
EMNLP 2022
Efficient Two-Stage Progressive Quantization of BERT
EMNLP 2022
HW-TSC’s Submission for the WMT22 Efficiency Task
EMNLP 2022
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