A Unified Framework to Enforce, Discover, and Promote Symmetry in Machine Learning

Subjects: “…Computer Science & IT…”
Get full text

Infinite-dimensional Mahalanobis Distance with Applications to Kernelized Novelty Detection

Subjects: “…Computer Science & IT…”
Get full text

Stable learning using spiking neural networks equipped with affine encoders and decoders

Subjects: “…Computer Science & IT…”
Get full text

Efficient Knowledge Deletion from Trained Models Through Layer-wise Partial Machine Unlearning

Subjects: “…Computer Science & IT…”
Get full text

General Loss Functions Lead to (Approximate) Interpolation in High Dimensions

Subjects: “…Computer Science & IT…”
Get full text

Piecewise deterministic sampling with splitting schemes

Subjects: “…Computer Science & IT…”
Get full text

Hierarchical and Stochastic Crystallization Learning: Geometrically Leveraged Nonparametric Regression with Delaunay Triangulation

Subjects: “…Computer Science & IT…”
Get full text

Gold-medalist Performance in Solving Olympiad Geometry with AlphaGeometry2

Subjects: “…Computer Science & IT…”
Get full text

Decentralized Bilevel Optimization: A Perspective from Transient Iteration Complexity

Subjects: “…Computer Science & IT…”
Get full text

Fair Text Classification via Transferable Representations

Subjects: “…Computer Science & IT…”
Get full text

Stochastic Interior-Point Methods for Smooth Conic Optimization with Applications

Subjects: “…Computer Science & IT…”
Get full text

HiMAP: Hidden Markov for Advanced Prognostics

Subjects: “…Computer Science & IT…”
Get full text

Pebble Games and Algebraic Proof Systems

Subjects: “…Computer Science & IT…”
Get full text

Revisiting Gradient Normalization and Clipping for Nonconvex SGD under Heavy-Tailed Noise: Necessity, Sufficiency, and Acceleration

Subjects: “…Computer Science & IT…”
Get full text

Generalized multi-view model: Adaptive density estimation under low-rank constraints

Subjects: “…Computer Science & IT…”
Get full text

(De)-regularized Maximum Mean Discrepancy Gradient Flow

Subjects: “…Computer Science & IT…”
Get full text

On Probabilistic Embeddings in Optimal Dimension Reduction

Subjects: “…Computer Science & IT…”
Get full text

Physics Informed Kolmogorov-Arnold Neural Networks for Dynamical Analysis via Efficient-KAN and WAV-KAN

Subjects: “…Computer Science & IT…”
Get full text

Graph-accelerated Markov Chain Monte Carlo using Approximate Samples

Subjects: “…Computer Science & IT…”
Get full text

Online Quantile Regression

Subjects: “…Computer Science & IT…”
Get full text