Self-Supervised Learning

Time-Frequency Disentanglement Boosted Pre-Training: A Universal Spatio-Temporal Modeling Framework IJCAI 2025 TimeMixer++: A General Time Series Pattern Machine for Universal Predictive Analysis ICLR 2025 TimePoint: Accelerated Time Series Alignment via Self-Supervised Keypoint and Descriptor Learning ICML 2025 Timer-XL: Long-Context Transformers for Unified Time Series Forecasting ICLR 2025 Time-to-Event Pretraining for 3D Medical Imaging ICLR 2025 TinyFoA: Memory Efficient Forward-Only Algorithm for On-Device Learning AAAI 2025 TIPS: Text-Image Pretraining with Spatial awareness ICLR 2025 T-JEPA: Augmentation-Free Self-Supervised Learning for Tabular Data ICLR 2025 TLPIQ at BioLaySumm: Hide and Seq, a FLAN-T5 Model for Biomedical Summarization ACL 2025 Tokenphormer: Structure-aware Multi-token Graph Transformer for Node Classification AAAI 2025 Token Preference Optimization with Self-Calibrated Visual-Anchored Rewards for Hallucination Mitigation EMNLP 2025 Tone recognition in low-resource languages of North-East India: peeling the layers of SSL-based speech models Interspeech 2025 To Predict or Not to Predict? Proportionally Masked Autoencoders for Tabular Data Imputation AAAI 2025 TOTF: Missing-Aware Encoders for Clustering on Multi-View Incomplete Attributed Graphs IJCAI 2025 Touch2Shape: Touch-Conditioned 3D Diffusion for Shape Exploration and Reconstruction CVPR 2025 Toward Causal Generative Modeling: From Representation to Generation AAAI 2025 Toward Guidance-Free AR Visual Generation via Condition Contrastive Alignment ICLR 2025 Towards Better Chain-of-Thought: A Reflection on Effectiveness and Faithfulness ACL 2025 Towards Calibrated Deep Clustering Network ICLR 2025 Towards Comprehensive and Prerequisite-Free Explainer for Graph Neural Networks IJCAI 2025 Towards Efficient General Feature Prediction in Masked Skeleton Modeling ICCV 2025 Towards Generalizable Reinforcement Learning via Causality-Guided Self-Adaptive Representations ICLR 2025 Towards Generalizable Trajectory Prediction using Dual-Level Representation Learning and Adaptive Prompting CVPR 2025 Towards Graph Foundation Models: Learning Generalities Across Graphs via Task-Trees ICML 2025 Towards Learning to Complete Anything in Lidar ICML 2025