Deep Learning

Threshold Differential Attention for Sink-Free, Ultra-Sparse, and Non-Dispersive Language Modeling ACL 2026 Through the Frequency Lens: Cross-Domain Generalisable Gaze Estimation with Adaptive Modulation CVPR 2026 TIACam: Text-Anchored Invariant Feature Learning with Auto-Augmentation for Camera-Robust Zero-Watermarking CVPR 2026 TIDE: Temporal-Aware Sparse Autoencoders for Interpretable Diffusion Transformers in Image Generation AAAI 2026 TIGER-MARL: Enhancing Multi-Agent Reinforcement Learning with Temporal Information through Graph-based Embeddings and Representations L4DC 2026 Tight Robustness Certification Through the Convex Hull of ℓ₀ Attacks AAAI 2026 Tight Sample Complexity of Transformers COLT 2026 TiKMiX: Efficient Semi-Dynamic Data Mixture via Data Influence for LLM Pre-training ACL 2026 TileLoom: Automatic Dataflow Planning for Tile-Based Languages on Spatial Dataflow Accelerators OSDI 2026 Time2Agri: Temporal Pretext Tasks for Agricultural Monitoring AAAI 2026 Time-aware Motion Planning in Dynamic Environments with Conformal Prediction L4DC 2026 Time-Aware One Step Diffusion Network for Real-World Image Super-Resolution CVPR 2026 TimeBridge: Self-Supervised Video Representation Learning via Start-End Joint Embedding and In-Between Frame Prediction CVPR 2026 TimeMosaic: Temporal Heterogeneity Guided Time Series Forecasting via Adaptive Granularity Patch and Segment-wise Decoding AAAI 2026 TimeRefine: Temporal Grounding with Time Refining Video LLM WACV 2026 TimeRipples: Accelerating vDiTs by Understanding the Spatio-Temporal Correlations in Latent Space CVPR 2026 TimeSAF: Towards LLM-Guided Semantic Asynchronous Fusion for Time Series Forecasting ACL 2026 Time-Series Anomaly Detection with Graph-Based Self-Supervised Learning and Foundation Models: Towards Real-World Applications AAAI 2026 Time Series Forecasting via Direct Per-Step Probability Distribution Modeling AAAI 2026 Timestamp Query Transformer for Temporal Action Segmentation WACV 2026 Timestep-Compressed Attack on Spiking Neural Networks Through Timestep-Level Backpropagation AAAI 2026 Time Without Time: Pseudo-Temporal Representation for Space-Time Super-Resolution CVPR 2026 TIM++: Transductive Information Maximization for Few-Shot CLIP AAAI 2026 TINA: Text-Free Inversion Attack for Unlearned Text-to-Image Diffusion Models CVPR 2026 TInR: Exploring Tool-Internalized Reasoning in Large Language Models ACL 2026