Machine Learning

Sample-specific Modality Diagnosis and Cross-modal Enhancement for Incomplete Multimodal Representations AAAI 2026 Sample Weighted Incomplete Multimodal Clustering Based on Graph Coarsening Label Extraction AAAI 2026 Sampling Control for Imbalanced Calibration in Semi-Supervised Learning AAAI 2026 Sampling-Free Uncertainty Quantification via Hidden State Dynamics in Language Models AAAI 2026 Sandwiching Polynomials for Geometric Concepts with Low Intrinsic Dimension COLT 2026 SAPO: Self-Adaptive Process Optimization Makes Small Reasoners Stronger AAAI 2026 SAR-DisentDM: A Semantic-Disentangled Diffusion Model for Limited-Data SAR Image Synthesis AAAI 2026 SasMamba: A Lightweight Structure-Aware Stride State Space Model for 3D Human Pose Estimation WACV 2026 SASNet: Spatially-Adaptive Sinusoidal Networks for INRs CVPR 2026 Sat2Flow: A Structure-Aware Diffusion Framework for Human Flow Generation from Satellite Imagery AAAI 2026 Satellite-Text-Prompted Large Language Model for Photovoltaic Power Forecasting AAAI 2026 SAVeD: Learning to Denoise Low-SNR Video for Improved Downstream Performance WACV 2026 Save, Revisit, Retain: A Scalable Framework for Enhancing User Retention in Large-Scale Recommender Systems AAAI 2026 Say More with Less: Variable-Frame-Rate Speech Tokenization via Adaptive Clustering and Implicit Duration Coding AAAI 2026 Scalable Air-Quality Sensor Placement via Gradient-Based Mutual Information Maximization AAAI 2026 Scalable and Efficient Large-Scale Log Analysis with LLMs: An IT Software Support Case Study AAAI 2026 Scalable Data-Driven Reachability Analysis and Control via Koopman Operators with Conformal Coverage Guarantees L4DC 2026 Scalable Infinitesimal Generator–Based Koopman Learning for Long-Horizon Prediction L4DC 2026 Scalable Mixed-Integer Optimization with Neural Constraints via Dual Decomposition AAAI 2026 Scalable Model-Assisted Multi-Target Estimation in Large Image Collections UAI 2026 Scalable Multi-Objective and Meta Reinforcement Learning via Gradient Estimation AAAI 2026 Scalable Multi-View Subspace Clustering with Tensorized Anchor Guidance CVPR 2026 Scalable Privacy-Preserving Neural Network Training over Z2k via RMFE-Based Packing and Mixed-Circuit Computation AAAI 2026 Scalable Semi-supervised Community Search via Graph Transformer on Attributed Heterogeneous Information Networks AAAI 2026 Scalable Synthesis of Formally Verified Neural Value Function for Hamilton-Jacobi Reachability Analysis (Abstract Reprint) AAAI 2026