Machine Learning

Adaptive Fourier Decomposition-guided Neural Operator Design for Inverse PDE Problems UAI 2026 Adaptive Frequency Pathways for Spatiotemporal Forecasting AAAI 2026 Adaptive Graph Attention Based Discrete Hashing for Incomplete Cross-modal Retrieval AAAI 2026 Adaptive Hallucination Alleviation in Multimodal Large Language Models: From Strategic Data Selection to Severity-Guided Training AAAI 2026 Adaptive Hyperbolic Kernels: Modulated Embedding in de Branges-Rovnyak Spaces AAAI 2026 Adaptive Initial Residual Connections for GNNs with Theoretical Guarantees AAAI 2026 Adaptive KL Control for Direct Preference Optimization in Instruction-Following LLMs AAAI 2026 Adaptive-Learngene: Continual Expansion and Task-Aware Selection of Learngenes for Dynamic Environments AAAI 2026 Adaptive Learning Rates with Surrogate Probability for Follow-the-Perturbed-Leader COLT 2026 Adaptive LiDAR Scanning: Harnessing Temporal Cues for Efficient 3D Object Detection via Multi-Modal Fusion AAAI 2026 Adaptive Matrix Online Learning through Smoothing with Guarantees for Nonsmooth Nonconvex Optimization COLT 2026 Adaptive Momentum and EMA-weighted Modeling for Imbalanced Label Distribution Learning AAAI 2026 Adaptive Morph-Patch Transformer for Aortic Vessel Segmentation AAAI 2026 Adaptive Nonparametric Perturbations of Parametric Models with Generalized Bayes JMLR 2026 Adaptive Piecewise Distillation for Efficient LiDAR Data Generation AAAI 2026 Adaptive Policy Selection and Fine-Tuning under Interaction Budgets for Offline-to-Online Reinforcement Learning L4DC 2026 Adaptive Regulation via Dual-Layer Evolution (ARDE): A Multi-Agent Approach to Balancing Efficiency, Fairness, and Diversity in Crowdsourced Platforms AAAI 2026 Adaptive Riemannian Graph Neural Networks AAAI 2026 Adaptive-Smooth LiDAR-Camera Knowledge Distillation with Heterogeneous Fusion for Multi-View 3D Object Detection AAAI 2026 Adaptive Weighted Averaging COLT 2026 AdaptViG: Adaptive Vision GNN with Exponential Decay Gating WACV 2026 AdaSpec: Adaptive Multilingual Speculative Decoding with Self-Synthesized Language-Aware Training and Vocabulary Simplification AAAI 2026 A Data-Augmented Contrastive Learning Approach to Nonparametric Density Estimation JMLR 2026 A Data-Centric Analysis of the Impact of Training Data Quality vs. Quantity on P300 Brain-Computer Interface Performance (Student Abstract) AAAI 2026 A Data-Efficient Path to Multilingual LLMs: Language Expansion via Post-training PARAM𝛥 Integration into Upcycled MoE ACL 2026