Mathematics & Optimization

KIT’s Low-resource Speech Translation Systems for IWSLT2025: System Enhancement with Synthetic Data and Model Regularization ACL 2025 kNN Attention Demystified: A Theoretical Exploration for Scalable Transformers ICLR 2025 Koopman Based Trajectory Optimization with Mixed Boundaries L4DC 2025 KP-PINNs: Kernel Packet Accelerated Physics Informed Neural Networks IJCAI 2025 Label Shift Meets Online Learning: Ensuring Consistent Adaptation with Universal Dynamic Regret CVPR 2025 Langevin Monte Carlo Beyond Lipschitz Gradient Continuity AAAI 2025 Langevin Multiplicative Weights Update with Applications in Polynomial Portfolio Management AAAI 2025 Language-Based Bayesian Optimization Research Assistant (BORA) IJCAI 2025 Language Model Probabilities are Not Calibrated in Numeric Contexts ACL 2025 Laplace Meets Moreau: Smooth Approximation to Infimal Convolutions Using Laplace's Method JMLR 2025 Laplace Transform Based Low-Complexity Learning of Continuous Markov Semigroups ICML 2025 LapSum - One Method to Differentiate Them All: Ranking, Sorting and Top-k Selection ICML 2025 Large Network UWB Localization: Algorithms and Implementation NSDI 2025 Large-Scale Trade-Off Curve Computation for Incentive Allocation with Cardinality and Matroid Constraints IJCAI 2025 Last-iterate Convergence in Regularized Graphon Mean Field Game AAAI 2025 Last-iterate Convergence of Shuffling Momentum Gradient Method under the Kurdyka-Lojasiewicz Inequality JMLR 2025 LBM: Latent Bridge Matching for Fast Image-to-Image Translation ICCV 2025 Leaps and Bounds: An Improved Point Cloud Winding Number Formulation for Fast Normal Estimation and Surface Reconstruction ICCV 2025 Learn2Aggregate: Supervised Generation of Chvatal-Gomory Cuts Using Graph Neural Networks AAAI 2025 Learning Adversarial MDPs with Stochastic Hard Constraints ICML 2025 Learning and steering game dynamics towards desirable outcomes L4DC 2025 Learning a Single Index Model from Anisotropic Data with Vanilla Stochastic Gradient Descent AISTATS 2025 Learning-Augmented Algorithms for MTS with Bandit Access to Multiple Predictors ICML 2025 Learning-Augmented Frequent Directions ICLR 2025 Learning Bayesian Nash Equilibrium in Auction Games via Approximate Best Response ICML 2025