label noise

Neural Routed Boosting: Robust Learning against Heteroscedastic Noise UAI 2026 Next Generation Active Learning: Mixture of LLMs in the Loop AAAI 2026 On the Learning Dynamics of Two-layer Linear Networks with Label Noise SGD AAAI 2026 Rethinking Evaluation for LLM Hallucination Detection: A Desiderata, A New RAG-based Benchmark, New Insights ACL 2026 Revisiting Sparsity Constraint Under High-Rank Property in Partial Multi-Label Learning CVPR 2026 Robust Domain Adaptive Hashing via Structural Noise Modeling and Correction AAAI 2026 Robust Learning from Noisily Labeled Long-Tailed Data via Fairness Regularizer AAAI 2026 See Through the Noise: Improving Domain Generalization in Gaze Estimation CVPR 2026 Structured Credal Learning UAI 2026 TANGO: Text-Anchored Guided Optimization for Robust Fine-tuning Vision-Language Models under Label Noise CVPR 2026 Variation-Bounded Loss for Noise-Tolerant Learning AAAI 2026 Accurate Scene Text Recognition with Efficient Model Scaling and Cloze Self-Distillation CVPR 2025 AdaCo: Overcoming Visual Foundation Model Noise in 3D Semantic Segmentation via Adaptive Label Correction AAAI 2025 Adaptive Deep Learning from Crowds IJCAI 2025 A Method for Enhancing Generalization of Adam by Multiple Integrations AAAI 2025 An Adaptive Method for Weak Supervision with Drifting Data AISTATS 2025 A Robust Method to Discover Causal or Anticausal Relation ICLR 2025 Benign Overfitting in Token Selection of Attention Mechanism ICML 2025 Bi-Level Optimization for Semi-Supervised Learning with Pseudo-Labeling AAAI 2025 Calibrated Disambiguation for Partial Multi-label Learning AAAI 2025 Calibrating Language Models for Neural Ranking under Noisy Supervision with Relaxed Labels EMNLP 2025 COLUR: Confidence-Oriented Learning, Unlearning and Relearning with Noisy-Label Data for Model Restoration and Refinement IJCAI 2025 Combating Semantic Contamination in Learning with Label Noise AAAI 2025 Critical Influence of Overparameterization on Sharpness-aware Minimization UAI 2025 D2SP: Dynamic Dual-Stage Purification Framework for Dual Noise Mitigation in Vision-based Affective Recognition. CVPR 2025