Self-Supervised Learning

Learning the Latent Structure: A Feature-Centric Approach to Graph Data Augmentation AAAI 2026 Learning Time in Static Classifiers AAAI 2026 Learning to Cluster Rare Cell Types: Implicit Semantic Data Augmentation for Spatial Multi-modal Omics Analysis AAAI 2026 Learning to Explore: Policy-Guided Outlier Synthesis for Graph Out-of-Distribution Detection AAAI 2026 Learning to Generate Structured Meshes with In-Context: Toward Generalization in Mesh Generation AAAI 2026 Learning to Solve Constrained Bilevel Control Co-Design Problems L4DC 2026 Less Is More: Vision Representation Compression for Efficient Video Generation with Large Language Models AAAI 2026 Light-IF: Endowing LLMs with Generalizable Reasoning via Preview and Self-Checking for Complex Instruction Following AAAI 2026 Linguistic Steganography via Self-Adjusting Asymmetric Number System (Abstract Reprint) AAAI 2026 LM-Lexicon: Improving Definition Modeling via Harmonizing Semantic Experts EACL 2026 M2I2: Learning Efficient Multi-Agent Communication via Masked State Modeling and Intention Inference AAAI 2026 MAESTRO: Masked AutoEncoders for Multimodal, Multitemporal, and Multispectral Earth Observation Data WACV 2026 MARS: Multimodal Adaptive Reasoning Model for Avoiding Overthinking AAAI 2026 MaskAnyNet: Rethinking Masked Image Regions as Valuable Information in Supervised Learning AAAI 2026 Masked Clustering Prediction for Unsupervised Point Cloud Pre-training AAAI 2026 Masked Mineral Modeling: Continent-Scale Mineral Prospecting via Geospatial Infilling AAAI 2026 MASP: Multi-Aspect Guided Emotion Reasoning with Soft Prompt Tuning In Vision-Language Models AAAI 2026 MathSE: Improving Multimodal Mathematical Reasoning via Self-Evolving Iterative Reflection and Reward-Guided Fine-Tuning AAAI 2026 MEDAL: multi-modal MEta-space Distillation and ALignment for Visual Compatibility Learning WACV 2026 Medical Vision–Language Pretraining with LLM-Guided Temporal Supervision AAAI 2026 Membership Inference Attack Against Large Language Model-Based Recommendation Systems: A New Distillation-Based Paradigm AAAI 2026 MergeDNA: Context-Aware Genome Modeling with Dynamic Tokenization Through Token Merging AAAI 2026 MF-Speech: Achieving Fine-Grained and Compositional Control in Speech Generation via Factor Disentanglement AAAI 2026 Mitigating Copy Bias in In-Context Learning through Neuron Pruning EACL 2026 mmJEPA-ECG: Cross-Posture Robust Contactless Electrocardiogram Monitoring via Millimeter Wave Radar Sensing AAAI 2026