Machine Learning

Confidence-Driven Multi-Scale Model Selection for Cost-Efficient Inference EACL 2026 Confidence-Guided Stepwise Model Routing for Cost-Efficient Reasoning AAAI 2026 Confidence Leaps in LLM Reasoning: Early Stopping and Cross-Model Transfer EACL 2026 Confidence Should Be Calibrated More Than One Turn Deep ACL 2026 Confidence Through Parallel Attention for Depth and Uncertainty Estimation in Dynamic Environments WACV 2026 Conformal Constrained Policy Optimization for Cost-Effective LLM Agents AAAI 2026 Conformal Feedback Alignment: Quantifying Answer-Level Reliability for Robust LLM Alignment EACL 2026 Conformal Graph Prediction with Z-Gromov Wasserstein Distances UAI 2026 Conformal Online Model Aggregation UAI 2026 Conformal Prediction for Multi-Source Detection on a Network AAAI 2026 Conformal Prediction Meets Long-tail Classification AAAI 2026 Conformal Prediction Sets for Instance Segmentation UAI 2026 Conformal Risk Minimization with Variance Reduction UAI 2026 Conformal Risk Sharing: Certified Cost Allocation with Participation Guarantees UAI 2026 Confusion-Aware Spectral Regularizer for Long-Tailed Recognition CVPR 2026 CONGRAD: Conflicting Gradient Filtering for Multilingual Preference Alignment EACL 2026 Conjuring Positive Pairs for Efficient Unification of Representation Learning and Image Synthesis WACV 2026 ConLID: Supervised Contrastive Learning for Low-Resource Language Identification EACL 2026 Connectivity-Guided Sparsification of 2-FWL GNNs: Preserving Full Expressivity with Improved Efficiency AAAI 2026 ConRAS: Contrastive In-context Learning Framework for Retrieval-Augmented Summarization EACL 2026 Consensus-Aligned Neuron Efficient Fine-Tuning Large Language Models for Multi-Domain Machine Translation AAAI 2026 Consensus Entropy: Harnessing Multi-VLM Agreement for Self-Verifying and Self-Improving OCR CVPR 2026 Consensus Learning with Multi-Party Perturbation Triggers for Secure Model Access AAAI 2026 Consensus vs. Controversy: Mapping the Decision Space Where Architectures Diverge CVPR 2026 ConsensusXAI: A Framework to Examine Class-wise Agreement in Medical Imaging WACV 2026