Mathematics & Optimization

Superior Runtime Guarantees for the MOEA/D Multi-Objective Optimizer via Weighted-Sum Decomposition AAAI 2026 Svalinn: Overload Control in Large-Scale Servers with Multiple Resource Bottlenecks OSDI 2026 SVD-NO: Learning PDE Solution Operators with SVD Integral Kernels AAAI 2026 T1-PILOT: Physics-Informed Learned Optimized Trajectories for T1 Mapping Acceleration MIDL 2026 Talagrand Meets Talagrand: Upper and Lower Bounds on Expected Soft Maxima of Gaussian Processes with Finite Index Sets ALT 2026 Task Assignment meets Annotator Modeling: Human-LLM Collaborative Annotation with Constraints ACL 2026 Testing for a Hidden Geometry in Random Graphs COLT 2026 The Cost and Complexity of Minimizing Envy in House Allocations (Abstract Reprint) AAAI 2026 The Distribution of Ridgeless Least Squares Interpolators JMLR 2026 The Geometry of Efficient Nonconvex Sampling COLT 2026 The GOODPUT System: A Machine Learning-Driven Optimization Framework for Dynamic Spectrum Control in Heterogeneous WLANs NSDI 2026 The Hidden Cost of Approximation in Online Mirror Descent COLT 2026 The Limitations and Power of NP-Oracle Based Functional Synthesis Techniques AAAI 2026 The matrix-vector complexity of Ax=b COLT 2026 The Median is Easier than it Looks: Approximation with a Constant-Depth, Linear-Width ReLU Network COLT 2026 The Monotonicity of the Franz–Parisi Potential Is Equivalent to Low-Degree MMSE Lower Bounds: Extended Abstract COLT 2026 Theoretical and Empirical Analysis of Lehmer Codes to Search Permutation Spaces with Evolutionary Algorithms AAAI 2026 The PID Controller Strikes Back: Classical Controller Helps Mitigate Barren Plateaus in Noisy Variational Quantum Circuits L4DC 2026 The Planted Number Partitioning Problem ALT 2026 The Power of Initial Investigation in Audit Games AAAI 2026 The River Voting Method AAAI 2026 The Sample Complexity of Parameter-Free Stochastic Convex Optimization JMLR 2026 Through the Frequency Lens: Cross-Domain Generalisable Gaze Estimation with Adaptive Modulation CVPR 2026 Tight Bounds for Logistic Regression with Large Stepsize Gradient Descent in Low Dimension COLT 2026 Tight list replicability bounds via a novel sphere covering theorem COLT 2026