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Deep Learning
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Transformers
9294 directly classified papers
Papers per year
2011: 1
2014: 2
2015: 6
2016: 17
2017: 67
2018: 156
2019: 404
2020: 769
2021: 1217
2022: 1446
2023: 1628
2024: 1574
2025: 1647
2026: 360
Papers
Energy-based Autoregressive Generation for Neural Population Dynamics
AAAI 2026
Transolver Is a Linear Transformer: Revisiting Physics-Attention Through the Lens of Linear Attention
AAAI 2026
Dual-Channel Learning Framework for Zero-Shot CircRNA-miRNA Interaction Prediction via State Space Modeling
AAAI 2026
Sentient: Detecting APTs via Capturing Indirect Dependencies and Behavioral Logic
AAAI 2026
Wi-CBR: Salient-aware Adaptive WiFi Sensing for Cross-domain Behavior Recognition
AAAI 2026
TinyChemVL: Advancing Chemical Vision-Language Models via Efficient Visual Token Reduction and Complex Reaction Tasks
AAAI 2026
SpikCommander: A High-performance Spiking Transformer with Multi-view Learning for Efficient Speech Command Recognition
AAAI 2026
Training-Free ANN-to-SNN Conversion for High-Performance Spiking Transformers
AAAI 2026
FastFLUX: Pruning FLUX with Block-wise Replacement and Sandwich Training
AAAI 2026
Multivariate Diffusion Transformer with Decoupled Attention for High-Fidelity Mask-Text Collaborative Facial Generation
AAAI 2026
TraveLLaMA: A Multimodal Travel Assistant with Large-Scale Dataset and Structured Reasoning
AAAI 2026
Zero-Reference Joint Low-Light Enhancement and Deblurring via Visual Autoregressive Modeling with VLM-Derived Modulation
AAAI 2026
UltraGen: High-Resolution Video Generation with Hierarchical Attention
AAAI 2026
Fair Facial Attribute Recognition via Group-Decoupled Vision Transformer with Mask-Guided Correlation Suppression
AAAI 2026
Drive-R1: Bridging Reasoning and Planning in VLMs for Autonomous Driving with Reinforcement Learning
AAAI 2026
DTTNet: Improving Video Shadow Detection via Dark-Aware Guidance and Tokenized Temporal Modeling
AAAI 2026
FloorPlanFormer: Multi-Task Transformer Network for Floor Plan Recognition with Outer-to-Inner Feature Refinement
AAAI 2026
MRT: Learning Compact Representations with Mixed RWKV-Transformer for Extreme Image Compression
AAAI 2026
STMI: Segmentation-Guided Token Modulation with Cross-Modal Hypergraph Interaction for Multi-Modal Object Re-Identification
AAAI 2026
X-ReID: Multi-granularity Information Interaction for Video-Based Visible-Infrared Person Re-Identification
AAAI 2026
Top-Down Semantic Refinement for Image Captioning
AAAI 2026
VQ-Insight: Teaching VLMs for AI-Generated Video Quality Understanding via Progressive Visual Reinforcement Learning
AAAI 2026
E³SAM2: Entropy-Aware and Edge-Guided Adaptation of SAM2 for Echocardiography Video Segmentation
AAAI 2026
SE360: Semantic Edit in 360° Panoramas via Hierarchical Data Construction
AAAI 2026
LongLLaDA: Unlocking Long Context Capabilities in Diffusion LLMs
AAAI 2026
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