Machine Learning

From Complexity to Clarity: Transforming Chest X-ray Reports with Chained Prompting (Student Abstract) AAAI 2025 From Complex Word Identification to Substitution: Instruction-Tuned Language Models for Lexical Simplification EMNLP 2025 From Confidence to Collapse in LLM Factual Robustness EMNLP 2025 From Conversational Speech to Readable Text: Post-Processing Noisy Transcripts in a Low-Resource Setting NAACL 2025 From Crafting Text to Crafting Thought: Grounding Intelligent Writing Support to Writing Center Pedagogy NAACL 2025 From Crayons to Code: AI-Driven Insights into a Child’s Mental Health Through Drawings AAAI 2025 From Cross-Task Examples to In-Task Prompts: A Graph-Based Pseudo-Labeling Framework for In-context Learning EMNLP 2025 From Curiosity to Clarity : Exploring the Impact of Consecutive Why-Questions NAACL 2025 From Data to Knowledge: Evaluating How Efficiently Language Models Learn Facts ACL 2025 From Debate to Equilibrium: Belief-Driven Multi-Agent LLM Reasoning via Bayesian Nash Equilibrium ICML 2025 From Decoupling to Adaptive Transformation: a Wider Optimization Space for PTQ ICLR 2025 From Deep Additive Kernel Learning to Last-Layer Bayesian Neural Networks via Induced Prior Approximation AISTATS 2025 From Disagreement to Understanding: The Case for Ambiguity Detection in NLI EMNLP 2025 From Easy to Hard: Progressive Active Learning Framework for Infrared Small Target Detection with Single Point Supervision ICCV 2025 From Easy to Hard: The MIR Benchmark for Progressive Interleaved Multi-Image Reasoning ICCV 2025 From End-to-end to Step-by-step: Learning to Abstract via Abductive Reinforcement Learning IJCAI 2025 From End-Users to Co-Designers: Lessons from Teachers ACL 2025 From English-Centric to Effective Bilingual: LLMs with Custom Tokenizers for Underrepresented Languages ACL 2025 From English to Second Language Mastery: Enhancing LLMs with Cross-Lingual Continued Instruction Tuning ACL 2025 From Enhancement to Understanding: Build a Generalized Bridge for Low-light Vision via Semantically Consistent Unsupervised Fine-tuning ICCV 2025 From Evasion to Concealment: Stealthy Knowledge Unlearning for LLMs ACL 2025 From Evidence Mining to Meta-Prediction: a Gradient of Methodologies for Task-Specific Challenges in Psychological Assessment NAACL 2025 From Faces to Voices: Learning Hierarchical Representations for High-quality Video-to-Speech CVPR 2025 From Fairness to Infinity: Outcome-Indistinguishable (Omni)Prediction in Evolving Graphs COLT 2025 From Feature Interaction to Feature Generation: A Generative Paradigm of CTR Prediction Models ICML 2025