Machine Learning

Beyond Linear Digital Reading: An LLM-Powered Concept Mapping Approach for Reducing Cognitive Load ACL 2025 Beyond Linear Steering: Unified Multi-Attribute Control for Language Models EMNLP 2025 Beyond Literal Token Overlap: Token Alignability for Multilinguality NAACL 2025 Beyond Local Sharpness: Communication-Efficient Global Sharpness-aware Minimization for Federated Learning CVPR 2025 Beyond Log-Concavity and Score Regularity: Improved Convergence Bounds for Score-Based Generative Models in W2-distance ICML 2025 Beyond Logits: Aligning Feature Dynamics for Effective Knowledge Distillation ACL 2025 Beyond Losses Reweighting: Empowering Multi-Task Learning via the Generalization Perspective ICCV 2025 Beyond Low-rank Decomposition: A Shortcut Approach for Efficient On-Device Learning ICML 2025 Beyond Low-rankness: Guaranteed Matrix Recovery via Modified Nuclear Norm IJCAI 2025 Beyond Low-Rank Tuning: Model Prior-Guided Rank Allocation for Effective Transfer in Low-Data and Large-Gap Regimes. ICCV 2025 Beyond Mandatory Federations: Balancing Egoism, Utilitarianism and Egalitarianism in Mixed-Motive Games AAAI 2025 Beyond Matryoshka: Revisiting Sparse Coding for Adaptive Representation ICML 2025 Beyond Memorization: Assessing Semantic Generalization in Large Language Models Using Phrasal Constructions IJCNLP 2025 Beyond Mere Token Analysis: A Hypergraph Metric Space Framework for Defending Against Socially Engineered LLM Attacks ICLR 2025 Beyond Message Passing: Neural Graph Pattern Machine ICML 2025 Beyond Metrics: Evaluating LLMs Effectiveness in Culturally Nuanced, Low-Resource Real-World Scenarios ACL 2025 Beyond Minimax Rates in Group Distributionally Robust Optimization via a Novel Notion of Sparsity ICML 2025 Beyond Model Collapse: Scaling Up with Synthesized Data Requires Verification ICLR 2025 Beyond Monolingual Limits: Fine-Tuning Monolingual ASR for Yoruba-English Code-Switching NAACL 2025 Beyond Monotonicity: On the Convergence of Learning Algorithms in Standard Auction Games AAAI 2025 Beyond Negative Stereotypes – Non-Negative Abusive Utterances about Identity Groups and Their Semantic Variants ACL 2025 Beyond Next Token Prediction: Patch-Level Training for Large Language Models ICLR 2025 Beyond N-Grams: Rethinking Evaluation Metrics and Strategies for Multilingual Abstractive Summarization ACL 2025 Beyond One-Hot Labels: Semantic Mixing for Model Calibration ICML 2025 Beyond One-Size-Fits-All: Tailored Benchmarks for Efficient Evaluation ACL 2025