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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
Graph-Based Tri-Attention Network for Answer Ranking in CQA
AAAI 2021
Neural Sentence Ordering Based on Constraint Graphs
AAAI 2021
Over-MAP: Structural Attention Mechanism and Automated Semantic Segmentation Ensembled for Uncertainty Prediction
AAAI 2021
HetSeq: Distributed GPU Training on Heterogeneous Infrastructure
AAAI 2021
Reducing Neural Network Parameter Initialization Into an SMT Problem (Student Abstract)
AAAI 2021
Rotation-Invariant Gait Identification with Quaternion Convolutional Neural Networks (Student Abstract)
AAAI 2021
Generating Adversarial yet Inconspicuous Patches with a Single Image (Student Abstract)
AAAI 2021
Is Each Layer Non-trivial in CNN? (Student Abstract)
AAAI 2021
MMIM: An Interpretable Regularization Method for Neural Networks (Student Abstract)
AAAI 2021
Improving the Faithfulness of Attention-based Explanations with Task-specific Information for Text Classification
ACL 2021
BERTAC: Enhancing Transformer-based Language Models with Adversarially Pretrained Convolutional Neural Networks
ACL 2021
TAN-NTM: Topic Attention Networks for Neural Topic Modeling
ACL 2021
Point, Disambiguate and Copy: Incorporating Bilingual Dictionaries for Neural Machine Translation
ACL 2021
Psycholinguistic Tripartite Graph Network for Personality Detection
ACL 2021
Convolutions and Self-Attention: Re-interpreting Relative Positions in Pre-trained Language Models
ACL 2021
Instantaneous Grammatical Error Correction with Shallow Aggressive Decoding
ACL 2021
Attend What You Need: Motion-Appearance Synergistic Networks for Video Question Answering
ACL 2021
A Span-based Dynamic Local Attention Model for Sequential Sentence Classification
ACL 2021
Modeling Task-Aware MIMO Cardinality for Efficient Multilingual Neural Machine Translation
ACL 2021
AutoRC: Improving BERT Based Relation Classification Models via Architecture Search
ACL 2021
Attending Self-Attention: A Case Study of Visually Grounded Supervision in Vision-and-Language Transformers
ACL 2021
How Many Layers and Why? An Analysis of the Model Depth in Transformers
ACL 2021
System Description for the CommonGen task with the POINTER model
ACL 2021
HumorHunter at SemEval-2021 Task 7: Humor and Offense Recognition with Disentangled Attention
ACL 2021
CLaC-np at SemEval-2021 Task 8: Dependency DGCNN
ACL 2021
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