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Deep Learning
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Models
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Transformers
1,816 papers
Papers per year
2016: 1
2017: 10
2018: 45
2019: 126
2020: 259
2021: 298
2022: 359
2023: 237
2024: 226
2025: 251
2026: 4
Papers
Unraveling the Gradient Descent Dynamics of Transformers
NIPS 2024
In-Context Learning with Transformers: Softmax Attention Adapts to Function Lipschitzness
NIPS 2024
Global Lyapunov functions: a long-standing open problem in mathematics, with symbolic transformers
NIPS 2024
Grokking of Implicit Reasoning in Transformers: A Mechanistic Journey to the Edge of Generalization
NIPS 2024
DocFormerv2: Local Features for Document Understanding
AAAI 2024
SRFormer: Text Detection Transformer with Incorporated Segmentation and Regression
AAAI 2024
DeS3: Adaptive Attention-Driven Self and Soft Shadow Removal Using ViT Similarity
AAAI 2024
X4D-SceneFormer: Enhanced Scene Understanding on 4D Point Cloud Videos through Cross-Modal Knowledge Transfer
AAAI 2024
CoSTA: End-to-End Comprehensive Space-Time Entanglement for Spatio-Temporal Video Grounding
AAAI 2024
Dual-Window Multiscale Transformer for Hyperspectral Snapshot Compressive Imaging
AAAI 2024
Electron Microscopy Images as Set of Fragments for Mitochondrial Segmentation
AAAI 2024
Devignet: High-Resolution Vignetting Removal via a Dual Aggregated Fusion Transformer with Adaptive Channel Expansion
AAAI 2024
ODTrack: Online Dense Temporal Token Learning for Visual Tracking
AAAI 2024
Hypergraph-Guided Disentangled Spectrum Transformer Networks for Near-Infrared Facial Expression Recognition
AAAI 2024
ACT: Empowering Decision Transformer with Dynamic Programming via Advantage Conditioning
AAAI 2024
Transformer-Based Video-Structure Multi-Instance Learning for Whole Slide Image Classification
AAAI 2024
Considering Nonstationary within Multivariate Time Series with Variational Hierarchical Transformer for Forecasting
AAAI 2024
AQ-DETR: Low-Bit Quantized Detection Transformer with Auxiliary Queries
AAAI 2024
Earthfarsser: Versatile Spatio-Temporal Dynamical Systems Modeling in One Model
AAAI 2024
Transformer as Linear Expansion of Learngene
AAAI 2024
BiPFT: Binary Pre-trained Foundation Transformer with Low-Rank Estimation of Binarization Residual Polynomials
AAAI 2024
A Hierarchical Network for Multimodal Document-Level Relation Extraction
AAAI 2024
PMET: Precise Model Editing in a Transformer
AAAI 2024
Aspect-Based Sentiment Analysis with Explicit Sentiment Augmentations
AAAI 2024
Equity-Transformer: Solving NP-Hard Min-Max Routing Problems as Sequential Generation with Equity Context
AAAI 2024
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