Machine Learning

ITERATE: Image-Text Enhancement, Retrieval, and Alignment for Transmodal Evolution with LLMs COLING 2025 Iterative Counterfactual Data Augmentation AAAI 2025 Iterative Label Refinement Matters More than Preference Optimization under Weak Supervision ICLR 2025 Iterative Monte Carlo Tree Search for Neural Architecture Search AutoML 2025 Iterative Nash Policy Optimization: Aligning LLMs with General Preferences via No-Regret Learning ICLR 2025 Iterative Repair with Weak Verifiers for Few-shot Transfer in KBQA with Unanswerability ACL 2025 Iterative Self-Training with Class-Aware Text-to-Image Synthesis for Visual Task Learning AAAI 2025 Iterative Sparse Attention for Long-sequence Recommendation AAAI 2025 Iterative Structured Knowledge Distillation: Optimizing Language Models Through Layer-by-Layer Distillation COLING 2025 Iterative Substructure Extraction for Molecular Relational Learning with Interactive Graph Information Bottleneck ICLR 2025 Iterative Vectors: In-Context Gradient Steering without Backpropagation ICML 2025 IterComp: Iterative Composition-Aware Feedback Learning from Model Gallery for Text-to-Image Generation ICLR 2025 IterIS: Iterative Inference-Solving Alignment for LoRA Merging CVPR 2025 IteRPrimE: Zero-shot Referring Image Segmentation with Iterative Grad-CAM Refinement and Primary Word Emphasis AAAI 2025 ITF-NLP at SemEval-2025 Task 11 An Exploration of English and German Multi-label Emotion Detection using Fine-tuned Transformer Models SemEval 2025 It Helps to Take a Second Opinion: Teaching Smaller LLMs To Deliberate Mutually via Selective Rationale Optimisation ICLR 2025 It Is Not Only the Negative that Deserves Attention! Understanding, Generation & Evaluation of (Positive) Moderation NAACL 2025 iTool: Reinforced Fine-Tuning with Dynamic Deficiency Calibration for Advanced Tool Use EMNLP 2025 ITP: Instance-Aware Test Pruning for Out-of-Distribution Detection AAAI 2025 I-trustworthy Models. A framework for trustworthiness evaluation of probabilistic classifiers AISTATS 2025 It's a (Blind) Match! Towards Vision-Language Correspondence without Parallel Data CVPR 2025 It’s All About In-Context Learning! Teaching Extremely Low-Resource Languages to LLMs EMNLP 2025 It’s My Data Too: Private ML for Datasets with Multi-User Training Examples ICML 2025 ITUNLP at SemEval-2025 Task 8: Question-Answering over Tabular Data: A Zero-Shot Approach using LLM-Driven Code Generation SemEval 2025 ITU NLP at TSAR 2025 Shared Task A Three-Stage Prompting Approach for CEFR-Oriented Text Simplification EMNLP 2025