Machine Learning

Minimax Optimal Convergence of Gradient Descent in Logistic Regression via Large and Adaptive Stepsizes JMLR 2026 Minimax optimal differentially private synthetic data for smooth queries COLT 2026 Minimizing Inequity in Facility Location Games AAAI 2026 Minimum-Cost Network Flow with Dual Predictions AAAI 2026 Minimum-Length Conformal Prediction Sets for Ordinal Classification AAAI 2026 MirrorShield: Towards Dynamic Adaptive Defense Against Jailbreaks via Entropy-Guided Mirror Crafting AAAI 2026 MiSCHiEF: A Benchmark in Minimal-Pairs of Safety and Culture for Holistic Evaluation of Fine-Grained Image-Caption Alignment EACL 2026 Misclassification-Aware Robust Learning from Multiple Human Labelers (Student Abstract) AAAI 2026 MISF: MLLM Guided Iterative Sample Filtering for Data Fault Detection AAAI 2026 Missing No More: Dictionary-Guided Cross-Modal Image Fusion under Missing Infrared CVPR 2026 Mitigating Backdoor Attacks via Trigger Reconstruction and Model Hardening WACV 2026 Mitigating Copy Bias in In-Context Learning through Neuron Pruning EACL 2026 Mitigating Degree Bias in Hypergraphs via Attribute-as-Structure Approach EACL 2026 Mitigating Endogenous Confirmation Bias in Noisy Label Learning for Vision-Language Models AAAI 2026 Mitigating Instance Entanglement in Instance-Dependent Partial Label Learning CVPR 2026 Mitigating Length Bias in RLHF Through a Causal Lens AAAI 2026 Mitigating Negative Flips via Margin Preserving Training AAAI 2026 Mitigating Noise and Imbalance in Social Governance Graphs for Multi-Type Risk Assessment AAAI 2026 Mitigating Object and Action Hallucinations in Multimodal LLMs via Self-Augmented Contrastive Alignment WACV 2026 Mitigating Self-Preference by Authorship Obfuscation AAAI 2026 Mitigating Spurious Correlations in Text Classification Using Latent Space Geometry ACL 2026 Mitigating Spurious Correlations with Memorization-Guided Dataset De-Biasing UAI 2026 MIX-based Foreground and Background Patch Augmentation Guided by Physics and Material Properties for X-ray Detection WACV 2026 MixER: From Cross-Modal to Mixed-Modal Visible-Infrared Re-Identification WACV 2026 Mixing times of data-augmentation Gibbs samplers for high-dimensional probit regression JMLR 2026