4,439 records
- QUIVER: Quantum-Informed Views for Enhanced Representations in Large ML Models
- Mitigating Spurious Correlations with Memorization-Guided Dataset De-Biasing
- Learning Coherent Representations: A Topological Approach to Interpretability
- Fixed-Point Scaffolding in the Clef Programming Language
- Scalable Uncertainty Quantification for Extreme Weather Forecasting via Empirical Neural Tangent Kernels
- A Nonmonotone Gradient-Based Algorithm for Symmetric Nonnegative Matrix Factorization and Graph Clustering
- Pseudospectral Bounds for Transient Amplification in Coupled Gradient Descent
- Cellular Sheaf Neural Operators for Structure-Preserving Surrogate Modeling of Constrained PDEs
- How (and when) can you fit examples to logic-based hypothesis classes over infinite structures?
- Riemannian Optimization for Hadamard Products of Low-Rank Matrices
- Bounds on Multiple $b$-Burst Deletion-Correcting Codes
- Self-Revising Discovery Systems for Science: A Categorical Framework for Agentic Artificial Intelligence
- An Alternative Proof of Dilworth's Theorem via Local Chain Merges
- Exploiting weight-space symmetries for approximating curvature
- Stochastic Analysis of Cybersecurity Defense Strategies Under Single Attack Scenario
- Easy, robust approximate message passing for planted spike models
- GNMR: Runtime Stability Control for Low-Precision Large Language Model Training
- LLM-Driven Co-Evolutionary Automated Heuristic Design for Bi-Component Coupled Combinatorial Optimization
- Eulerian-spanning set and coboundary operator: An investigation of maxcut beyond planar graphs
- Beyond Pure Sampling: Hybrid Optimization Mechanisms for Non-Convex Model Predictive Control
- Computational Phase Transitions in Binary Compressed Sensing: Quantum Annealing Inside the Relaxation Gap
- Graph Neural Networks for Predicting Solvability of Finite Groups
- Learning Transfers: Kan Extensions of Topological Invariants of Learned Representations
- Bringing closure to theory combination properties
- Unlearning in Diffusion Models: A Unified Framework with KL Divergence and Likelihood Constraints
- Cross-Layer Subspace Coupling for LLM Compression: A Unifying Framework and Its Empirical Limits
- Local linear convergence of gradient methods for overparameterized Gaussian mixtures
- A non-intrusive approach to index-aware learning
- On the Application of Hybrid Mixed Domain Decomposition Methods to Permanent Magnet Synchronous Machines
- Scalable Bayesian Inference for Nonlinear Conservation Laws
- Geometric construction of k-optimal locally repairable codes
- Non-Asymptotic Convergence of Stochastic Iterative Algorithms: A Lyapunov Framework
- Social welfare optimisation under institutional reward and punishment
- Graphical einops: bridging tensor networks and computation graphs
- BERS: Locally Optimal Continuous Algorithm for Maritime Weather Routing with Just-in-Time Arrival
- The Dynamic-Probabilistic Consistency Gap in Chaotic Surrogate Modeling
- A Tight Theory of Error Feedback Algorithms in Distributed Optimization
- Agentic Transformers Provably Learn to Search via Reinforcement Learning
- Towards fast computation of higher discrete homology
- High-Dimensional Expanders, the Sparsest Cut Problem, and Steurer's Conjecture
- GLENS: Global Search via Learning from Solver Iterates with Diffusion Models
- Verifying global identifiability of parametric linear ODE models is NP-hard
- Stochastic Lifting for Generating Trajectories of Stochastic Physical Systems
- A Theoretical and Experimental Study of a Novel Adaptive Learning Algorithm
- Attention as In-Context Empirical Bayes: A Two-Stage View via Particle Dynamics
- Deep Adaptive Dimension Reduction for Bayesian Inference in Inverse Problems
- Singularity-aware Optimization via Randomized Geometric Probing: Towards Stable Non-smooth Optimization
- Sampling Directed Eulerian Tours in $\widetilde O(m^{3/2})$ Time
- FHRFormer: A Self-Supervised Masked Transformer Framework for Fetal Heart Rate Time-Series Inpainting and Forecasting
- Open Problem: Separating Geometric and Algorithmic Compression via Cayley-Table Completion