Machine Learning

Beyond cognacy ACL 2025 Beyond Communication Overhead: A Multilevel Monte Carlo Approach for Mitigating Compression Bias in Distributed Learning ICML 2025 Beyond Completion: A Foundation Model for General Knowledge Graph Reasoning ACL 2025 Beyond Confidence: Exploiting Homogeneous Pattern for Semi-Supervised Semantic Segmentation ICML 2025 Beyond Constant Parameters: Hyper Prediction Models and HyperMPC CoRL 2025 Beyond Content: How Grammatical Gender Shapes Visual Representation in Text-to-Image Models EMNLP 2025 Beyond Content Relevance: Evaluating Instruction Following in Retrieval Models ICLR 2025 Beyond Context to Cognitive Appraisal: Emotion Reasoning as a Theory of Mind Benchmark for Large Language Models ACL 2025 Beyond Contrastive Learning: Synthetic Data Enables List-wise Training with Multiple Levels of Relevance EMNLP 2025 Beyond Conventional Metrics: using Entropic Triangles to Explain Balancing Methods in Acoustic Scene Classification Interspeech 2025 Beyond Correctness: Confidence-Aware Reward Modeling for Enhancing Large Language Model Reasoning EMNLP 2025 Beyond correlation: The impact of human uncertainty in measuring the effectiveness of automatic evaluation and LLM-as-a-judge ICLR 2025 Beyond CVaR: Leveraging Static Spectral Risk Measures for Enhanced Decision-Making in Distributional Reinforcement Learning ICML 2025 Beyond Data Quantity: Key Factors Driving Performance in Multilingual Language Models COLING 2025 Beyond Dataset Creation: Critical View of Annotation Variation and Bias Probing of a Dataset for Online Radical Content Detection COLING 2025 Beyond De-Identification: A Structured Approach for Defining and Detecting Indirect Identifiers in Medical Texts NAACL 2025 Beyond Demographics: Enhancing Cultural Value Survey Simulation with Multi-Stage Personality-Driven Cognitive Reasoning EMNLP 2025 Beyond Demographics: Fine-tuning Large Language Models to Predict Individuals’ Subjective Text Perceptions ACL 2025 Beyond Demonstrations: Dynamic Vector Construction from Latent Representations EMNLP 2025 Beyond Discretization: Learning the Optimal Solution Path AISTATS 2025 Beyond Dynamic Quantization: An Efficient Static Hierarchical Mix-precision Framework for Near-Lossless LLM Compression EMNLP 2025 Beyond End-to-End VLMs: Leveraging Intermediate Text Representations for Superior Flowchart Understanding NAACL 2025 Beyond English: The Impact of Prompt Translation Strategies across Languages and Tasks in Multilingual LLMs NAACL 2025 Beyond Entropy: Region Confidence Proxy for Wild Test-Time Adaptation ICML 2025 Beyond Excess and Deficiency: Adaptive Length Bias Mitigation in Reward Models for RLHF NAACL 2025