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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
CometNet: Contextual Motif-guided Long-term Time Series Forecasting
AAAI 2026
Self-Indexing KVCache: Predicting Sparse Attention from Compressed Keys
AAAI 2026
Stationary and Clustering Transformer Hashing for Cross-modal Retrieval
AAAI 2026
HALoRA: Low-Rank Adaptation with Hierarchical Budget Allocation for Efficient Vision-Language Alignment
AAAI 2026
EMAformer: Enhancing Transformer Through Embedding Armor for Time Series Forecasting
AAAI 2026
ITPP: Learning Disentangled Event Dynamics in Marked Temporal Point Processes
AAAI 2026
Logic Unseen: Revealing the Logical Blindspots of Vision-Language Models
AAAI 2026
MHA2MLA-VLM: Enabling DeepSeek’s Economical Multi-Head Latent Attention Across Vision-Language Models
AAAI 2026
Towards Better Code Understanding in Decoder-Only Models with Contrastive Learning
AAAI 2026
Symmetry-Aware Transformer Training for Automated Planning
AAAI 2026
STELAR-VISION: Self-Topology-Aware Efficient Learning for Aligned Reasoning in Vision
AAAI 2026
VITA: Variational Pretraining of Transformers for Climate-Robust Crop Yield Forecasting
AAAI 2026
ALERT: Adversarial Learning Enhanced Stability-aware Routing Transformer for Adaptive Depression Detection
AAAI 2026
ConstructAI: From Real-Time Safety Insight to Skill Growth in Deployed Construction AI Systems
AAAI 2026
Life, Machine Learning, and the Search for Habitability: Predicting Biosignature Fluxes for the Habitable Worlds Observatory
AAAI 2026
Cumulant Attention in Vision Transformers (Student Abstract)
AAAI 2026
Feasibility-Aware Masked Transformer for the Pickup-and-Delivery Problem with Time Windows (Student Abstract)
AAAI 2026
VulnBench: A Comprehensive Benchmark for Transformer-Based Vulnerability Detection
AAAI 2026
MulTiCast: A Multimodal Time Series Forecasting System
AAAI 2026
Synergizing Multigrid Algorithms with Vision Transformer: A Novel Approach to Enhance the Seismic Foundation Model
AAAI 2026
Melodia: Training-Free Music Editing Guided by Attention Probing in Diffusion Models
AAAI 2026
Sortblock: Similarity-Aware Feature Reuse for Diffusion Model
AAAI 2026
DeNAS-ViT: Data Efficient NAS-Optimized Vision Transformer for Ultrasound Image Segmentation
AAAI 2026
RAPTOR: Real-Time High-Resolution UAV Video Prediction with Efficient Video Attention
AAAI 2026
Boosting Resolution Generalization of Diffusion Transformers with Randomized Positional Encodings
AAAI 2026
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