Machine Learning

TRACE: A Generalizable Drift Detector for Streaming Data-Driven Optimization AAAI 2026 TRACE: Confounder-free Adversarial Fine-tuning for Robust Object Detection WACV 2026 TRACE: Trajectory-based Activation Change Estimation for Task-specific Data Selection AAAI 2026 TRACE: Transformation-Aware Graph Refinement for Reaction Condition Prediction AAAI 2026 Tracing the Heart’s Pathways: ECG Representation Learning from a Cardiac Conduction Perspective AAAI 2026 TrackGS: Optimizing COLMAP-Free 3D Gaussian Splatting with Global Track Constraints AAAI 2026 Tracking the evolution of LLM capabilities for Belarusian with OpenAI Evals EACL 2026 Tracking the Limits of Knowledge Propagation: How LLMs Fail at Multi-Step Reasoning with Conflicting Knowledge EACL 2026 Tractable Sharpness-Aware Learning of Probabilistic Circuits AAAI 2026 Tractable Weighted First-Order Model Counting with Bounded Treewidth Binary Evidence AAAI 2026 Trade-offs in Large Reasoning Models: An Empirical Analysis of Deliberative and Adaptive Reasoning over Foundational Capabilities AAAI 2026 Trainable EEG Interpolation and Structure-Sharing Dual-Path Encoders for Brain-Assisted Target Speaker Extraction AAAI 2026 Training and Inference Within 1 Second – Tackle Cross-Sensor Degradation of Real-World Pansharpening with Efficient Residual Feature Tailoring AAAI 2026 Training-Free ANN-to-SNN Conversion for High-Performance Spiking Transformers AAAI 2026 Training-free Conditional Image Embedding Framework Leveraging Large Vision Language Models WACV 2026 Training-free Detection of Text-to-video Generations via Over-coherence WACV 2026 Training-Free Spatio-temporal Decoupled Reasoning Video Segmentation with Adaptive Object Memory AAAI 2026 Training-Free Text Emotion Tagging via LLM-Based Best-Worst Scaling EACL 2026 TrajAgg: Dual-Scale Feature Aggregation with Hybrid Training for Trajectory Similarity Computation in Free Space AAAI 2026 Trajectory Data Suffices for Statistically Efficient Policy Evaluation in Fixed-Horizon Offline RL with Linear q^π-Realizability and Concentrability COLT 2026 Trajectory-Level Experimental Design for Fast Safety Parameter Estimation of Unknown Environments by Autonomous Systems L4DC 2026 Trajectory Tactics: When Transformers Learn Exploration to Generate Online Signature WACV 2026 TrajRAG: Retrieving Geometric-Semantic Experience for Zero-Shot Object Navigation CVPR 2026 Transferability of Adversarial Attacks in Video-based MLLMs: A Cross-modal Image-to-Video Approach AAAI 2026 Transferable Backdoor Attacks for Code Models via Sharpness-Aware Adversarial Perturbation AAAI 2026