Machine Learning

Certified Machine Unlearning Under High Dimensional Regime JMLR 2025 Certified Mitigation of Worst-Case LLM Copyright Infringement EMNLP 2025 Certified Robustness Under Bounded Levenshtein Distance ICLR 2025 Certified Unlearning for Neural Networks ICML 2025 Certifying Bounds Propagation for Integer Multiplication Constraints AAAI 2025 Certifying Counterfactual Bias in LLMs ICLR 2025 CESRec: Constructing Pseudo Interactions for Sequential Recommendation via Conversational Feedback EMNLP 2025 CFDM: Contrastive Fusion and Disambiguation for Multi-View Partial-Label Learning AAAI 2025 CFinBench: A Comprehensive Chinese Financial Benchmark for Large Language Models NAACL 2025 CFPT: Empowering Time Series Forecasting through Cross-Frequency Interaction and Periodic-Aware Timestamp Modeling ICML 2025 CFSP: An Efficient Structured Pruning Framework for LLMs with Coarse-to-Fine Activation Information COLING 2025 CGI: Identifying Conditional Generative Models with Example Images IJCAI 2025 CGMatch: A Different Perspective of Semi-supervised Learning CVPR 2025 ChainHOI: Joint-based Kinematic Chain Modeling for Human-Object Interaction Generation CVPR 2025 Chain of Attack: On the Robustness of Vision-Language Models Against Transfer-Based Adversarial Attacks CVPR 2025 Chain of Evidences and Evidence to Generate: Prompting for Context Grounded and Retrieval Augmented Reasoning NAACL 2025 Chain-of-Instructions: Compositional Instruction Tuning on Large Language Models AAAI 2025 Chain-of-Interactions: Multi-step Iterative ICL Framework for Abstractive Task-Oriented Dialogue Summarization of Conversational AI Interactions EMNLP 2025 Chain-of-MetaWriting: Linguistic and Textual Analysis of How Small Language Models Write Young Students Texts COLING 2025 Chain of Methodologies: Scaling Test Time Computation without Training ACL 2025 Chain-of-Probe: Examining the Necessity and Accuracy of CoT Step-by-Step NAACL 2025 Chain-of-Rank: Enhancing Large Language Models for Domain-Specific RAG in Edge Device NAACL 2025 Chain-of-Reasoning: Towards Unified Mathematical Reasoning in Large Language Models via a Multi-Paradigm Perspective ACL 2025 Chain-of-Scrutiny: Detecting Backdoor Attacks for Large Language Models ACL 2025 Chain-of-Specificity: Enhancing Task-Specific Constraint Adherence in Large Language Models COLING 2025