Machine Learning

On Logical Extrapolation for Mazes with Recurrent and Implicit Networks AAAI 2026 On Modality Weighting and Specificity for Multi-Modal Entity Alignment AAAI 2026 On Model and Data Scaling for Skeleton-based Self-Supervised Gait Recognition AAAI 2026 Onomasiological Sense Alignment Across Dialect Dictionaries. A Taxonomy-Constrained LLM Classification EACL 2026 On Pairwise Quantile Regression - Statistical Guarantees and Applications UAI 2026 On Randomized Algorithms in Online Strategic Classification COLT 2026 On Robustness of Linear Classifiers to Targeted Data Poisoning AAAI 2026 On the Additive Compositionality of Task Vectors in Vision–Language Models EACL 2026 On the Asymptotics of Self-Supervised Pre-training: Two-Stage M-Estimation and Representation Symmetry COLT 2026 On the Calibration of Image Semi-Supervised Learning Models AAAI 2026 On The Complexity of Best-Arm Identification in Non-Stationary Linear Bandits COLT 2026 On the Computational Tractability of Probabilistic Global and Local Sufficient Explanation AAAI 2026 On the Convergence of Overparameterized Problems: Inherent Properties of the Compositional Structure of Neural Networks L4DC 2026 On the Convergence of Self-Improving Online LLM Alignment UAI 2026 On the Curse of Dimensionality in Private Sparse Covariance Estimation and PCA COLT 2026 On the Dataless Training of Neural Networks AAAI 2026 On the Effect of Hyperparameters in Language Modeling for Computational Linguistics ACL 2026 On the Effect of Sampling Diversity in Scaling LLM Inference UAI 2026 On the Evaluation of Capability Estimation Methods for Large Language Models AAAI 2026 On the Exponential Convergence for Offline RLHF with Pairwise Comparisons AAAI 2026 On the Gradient Complexity of Private Optimization with Private Oracles COLT 2026 On the Granularity of Causal Effect Identifiability UAI 2026 On the Hardness of Learning Regular Expressions ALT 2026 On the Hidden Objective Biases of Group-based Reinforcement Learning ACL 2026 On the Importance of Randomization in Discriminative Feature Feedback COLT 2026