Machine Learning

Fine-Grained Generalization via Structuralizing Concept and Feature Space into Commonality, Specificity and Confounding AAAI 2026 Fine-grained Image Aesthetic Assessment: Learning Discriminative Scores from Relative Ranks CVPR 2026 Fine-grained Image Quality Assessment for Perceptual Image Restoration AAAI 2026 Fine-Grained Image Retrieval via Dual-Vision Adaptation AAAI 2026 Fine-grained Uncertainty Decomposition in Large Language Models: A Spectral Approach AAAI 2026 FineRef: Fine-Grained Error Reflection and Correction for Long-Form Generation with Citations AAAI 2026 Fine-Tuned LLMs Know They Don’t Know: A Parameter-Efficient Approach to Recovering Honesty AAAI 2026 Fine-Tuning Impairs the Balancedness of Foundation Models in Long-tailed Personalized Federated Learning CVPR 2026 Fine-Tuning Sample Order Matters in Propositional Logical Question-Answering (Student Abstract) AAAI 2026 Finite Neural Networks as Mixtures of Gaussian Processes: From Provable Error Bounds to Prior Selection JMLR 2026 Finite Sample Bounds for Learning with Score Matching COLT 2026 Finite-Sample Regret Analysis of Nash Q-Learning with Random-Feature Approximation UAI 2026 Finite-Time Decoupled Convergence in Nonlinear Two-Time-Scale Stochastic Approximation JMLR 2026 FinMathBench: A Formula-Driven Benchmark for Evaluating LLMs’ Math Reasoning Capabilities in Finance AAAI 2026 F-INR: Functional Tensor Decomposition for Implicit Neural Representations WACV 2026 Firing Bits Where It Matters: Spiking-Guided Just Recognizable Distortion Modeling for Machine-Centric Video Coding AAAI 2026 FIRM-MoE:Fine-GrainedExpert Decomposition for Resource-Adaptive MoE Inference AAAI 2026 First Learn, Then Review: Human-Like Continual Learning for Cross-View Geo-Localization with Limited Field of View AAAI 2026 First-Order Error Matters: Accurate Compensation for Quantized Large Language Models AAAI 2026 First-Order Softmax Weighted Switching Gradient Method for Distributed Stochastic Minimax Optimization with Stochastic Constraints UAI 2026 Fixed-Confidence Best-Arm Identification for Causal Mediation Analysis UAI 2026 FlashKAT: Understanding and Addressing Performance Bottlenecks in the Kolmogorov-Arnold Transformer AAAI 2026 FlashSVD: Memory-Efficient Inference with Streaming for Low-Rank Models AAAI 2026 FlashVideo: Flowing Fidelity to Detail for Efficient High-Resolution Video Generation AAAI 2026 FLAT-LLM: Fine-grained Low-rank Activation Space Transformation for Large Language Model Compression EACL 2026