Machine Learning

Does GCL Need a Large Number of Negative Samples? Enhancing Graph Contrastive Learning with Effective and Efficient Negative Sampling AAAI 2025 Does Generative AI speak Nigerian-Pidgin?: Issues about Representativeness and Bias for Multilingualism in LLMs NAACL 2025 Does GPT Really Get It? A Hierarchical Scale to Quantify Human and AI’s Understanding of Algorithms AAAI 2025 Does Graph Prompt Work? A Data Operation Perspective with Theoretical Analysis ICML 2025 Does Knowing More Make You Easier to Trick? Adversarial Robustness of Multi-Target Regression AAAI 2025 Does learning the right latent variables necessarily improve in-context learning? ICML 2025 Does Liking Yellow Imply Driving a School Bus? Semantic Leakage in Language Models NAACL 2025 Does Localization Inform Unlearning? A Rigorous Examination of Local Parameter Attribution for Knowledge Unlearning in Language Models EMNLP 2025 Does Low Rank Adaptation Lead to Lower Robustness against Training-Time Attacks? ICML 2025 Does Machine Translation Impact Offensive Language Identification? The Case of Indo-Aryan Languages COLING 2025 Does Mapo Tofu Contain Coffee? Probing LLMs for Food-related Cultural Knowledge NAACL 2025 Does One-shot Give the Best Shot? Mitigating Model Inconsistency in One-shot Federated Learning ICML 2025 Does quantization affect models’ performance on long-context tasks? EMNLP 2025 Does RAG Introduce Unfairness in LLMs? Evaluating Fairness in Retrieval-Augmented Generation Systems COLING 2025 Does Rationale Quality Matter? Enhancing Mental Disorder Detection via Selective Reasoning Distillation ACL 2025 Does Refusal Training in LLMs Generalize to the Past Tense? ICLR 2025 Does Self-Attention Need Separate Weights in Transformers? NAACL 2025 Does SGD really happen in tiny subspaces? ICLR 2025 Does Spatial Cognition Emerge in Frontier Models? ICLR 2025 Does Synthetic Data Help Named Entity Recognition for Low-Resource Languages? IJCNLP 2025 Does the Emotional Understanding of LVLMs Vary Under High-Stress Environments and Across Different Demographic Attributes? ACL 2025 Does Training on Synthetic Data Make Models Less Robust? NAACL 2025 Does Training with Synthetic Data Truly Protect Privacy? ICLR 2025 Does VLM Classification Benefit from LLM Description Semantics? AAAI 2025 Does Your AI Agent Get You? A Personalizable Framework for Approximating Human Models from Argumentation-based Dialogue Traces AAAI 2025