Machine Learning

Improving Occupational ISCO Classification of Multilingual Swiss Job Postings with LLM-Refined Training Data ACL 2025 Improving Out-of-Distribution Detection via Dynamic Covariance Calibration ICML 2025 Improving Out-of-Distribution Detection with Markov Logic Networks ICML 2025 Improving Out-of-distribution Human Activity Recognition via IMU-Video Cross-modal Representation Learning MLHC 2025 Improving Parallel Program Performance with LLM Optimizers via Agent-System Interfaces ICML 2025 Improving Parallel Sentence Mining for Low-Resource and Endangered Languages ACL 2025 Improving Pareto Set Learning for Expensive Multi-objective Optimization via Stein Variational Hypernetworks AAAI 2025 Improving Pelvic MR-CT Image Alignment with Self-Supervised Reference-Augmented Pseudo-CT Generation Framework WACV 2025 Improving Personalized Search with Regularized Low-Rank Parameter Updates CVPR 2025 Improving Prediction Certainty Estimation for Reliable Early Exiting via Null Space Projection IJCAI 2025 Improving Preference Alignment of LLM with Inference-Free Self-Refinement EMNLP 2025 Improving Preference Extraction In LLMs By Identifying Latent Knowledge Through Classifying Probes ACL 2025 Improving Pre-trained Language Models with Knowledge Enhancement and Filtering Framework NAACL 2025 Improving Pretraining Data Using Perplexity Correlations ICLR 2025 Improving Private Random Forest Prediction Using Matrix Representation AAAI 2025 Improving Probabilistic Diffusion Models With Optimal Diagonal Covariance Matching ICLR 2025 Improving Proficiency and Grammar Accuracy for Chinese Language Learners with Large Language Models IJCNLP 2025 Improving Prompt Generalization for Cross-prompt Essay Trait Scoring from the Scoring-invariance Perspective EMNLP 2025 Improving Reasoning Capabilities in Small Models through Mixture-of-layers Distillation with Stepwise Attention on Key Information EMNLP 2025 Improving Rectified Flow with Boundary Conditions ICCV 2025 Improving Relation Extraction by Sequence-to-sequence-based Dependency Parsing Pre-training COLING 2025 Improving Retrieval Augmented Language Model with Self-Reasoning AAAI 2025 Improving Reward Model Generalization from Adversarial Process Enhanced Preferences ICML 2025 Improving Reward Models with Synthetic Critiques NAACL 2025 Improving Rule-based Reasoning in LLMs using Neurosymbolic Representations EMNLP 2025