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Pretraining

2471 directly classified papers

Papers per year

Papers

Time2Agri: Temporal Pretext Tasks for Agricultural Monitoring AAAI 2026

TIM++: Transductive Information Maximization for Few-Shot CLIP AAAI 2026

FGNet: Leveraging Feature-Guided Attention to Refine SAM2 for 3D EM Neuron Segmentation AAAI 2026

Margin-Aware Preference Optimization for Aligning Diffusion Models Without Reference AAAI 2026

Boosting Resolution Generalization of Diffusion Transformers with Randomized Positional Encodings AAAI 2026

MIRAGE: Towards AI-Generated Image Detection in the Wild AAAI 2026

BuildingWorld: A Structured 3D Building Dataset for Urban Foundation Models AAAI 2026

CaPro: Curvilinear-aware Prompt Learning with Single Unlabeled Image for Cost-effective Curvilinear Structure Segmentation AAAI 2026

uCLIP: Parameter-Efficient Multilingual Extension of Vision-Language Models with Unpaired Data AAAI 2026

SGPFeat: Semantic and Geometric Priors for Multi-modal Image Matching AAAI 2026

T-APT: Text-Guided Modality-Aware Prompt Tuning for Arbitrary Multimodal Remote Sensing Data Joint Classification AAAI 2026

Synergizing Multigrid Algorithms with Vision Transformer: A Novel Approach to Enhance the Seismic Foundation Model AAAI 2026

SCORE: Semantic Collage by Optimizing Rendered Elements AAAI 2026

Dep-MAP: A Multi-level Alignment Framework with Semantic Prototypes for Video-based Automatic Depression Assessment AAAI 2026

Let the Model Learn to Feel: Mode-Guided Tonality Injection for Symbolic Music Emotion Recognition AAAI 2026

Scalable Vision-Guided Crop Yield Estimation AAAI 2026

EPO: Diverse and Realistic Protein Ensemble Generation via Energy Preference Optimization AAAI 2026

MonoDream: Monocular Vision-Language Navigation with Panoramic Dreaming AAAI 2026

CoGenSAM: Codebook-Interactive Generative Labeling for Adapting SAM to Crack Segmentation AAAI 2026

PanFoMa: A Lightweight Foundation Model and Benchmark for Pan-Cancer AAAI 2026

DOS: Directional Object Separation in Text Embeddings for Multi-Object Image Generation AAAI 2026

StyleDrive: Towards Driving-Style Aware Benchmarking of End-To-End Autonomous Driving AAAI 2026

Laytrol: Preserving Pretrained Knowledge in Layout Control for Multimodal Diffusion Transformers AAAI 2026

PEFT-BoA: Parameter-Efficient Fine-Tuning with Bag-of-Adapters for Multi-Modal Object Re-identification AAAI 2026

MIRA: Evaluating Multimodal AI on Complex Clinical Reasoning in Interventional Radiology AAAI 2026