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Machine Learning

ย ๐Ÿ—„๏ธVector Databases ย Content type: Academic
arxiv.orgยท

Enhancing AI Interpretability and Safety through Localised Architectures

ย ๐Ÿ“ŠMachine Learning ย Content type: Academic
arxiv.orgยท

Convergence Rates for Neural-Network Estimation with Current-Status Data

ย ๐Ÿ“ŠMachine Learning ย Content type: Academic
arxiv.orgยท

A Theory on Flow Matching with Neural Networks

ย ๐Ÿ“ŠMachine Learning ย Content type: Academic
arxiv.orgยท

Phase transition in large language models and the criticality of natural languages

ย ๐Ÿ“ŠMachine Learning ย Content type: Academic
arxiv.orgยท

Knockoffs-based False Discovery Rate Control and Simplification for Deep Neural Networks

ย ๐Ÿ“ŠMachine Learning ย Content type: Academic
arxiv.orgยท

PL-KKT-hPINN: Enforcing Nonlinear Equality Constraints on Neural Networks via Piecewise-Linear Projection

ย ๐Ÿ“ŠMachine Learning ย Content type: Academic
arxiv.orgยท

Optimizing Energy-based Neural Network Training with Coherent Ising Machine

ย ๐Ÿ“ŠMachine Learning ย Content type: Academic
arxiv.orgยท

Conservation Laws from Data Symmetry in Neural Networks

ย ๐Ÿ“ŠMachine Learning ย Content type: Academic
arxiv.orgยท

Generalization in Deep Neural Networks: Minimax Rates for Gradient Methods

ย ๐Ÿ“ŠMachine Learning ย Content type: Academic
arxiv.orgยท

IR3DE: A Linear Router for Large Language Models

ย โš™๏ธAI Engineering ย Content type: Academic
arxiv.orgยท

ERAlign: Energy-based Representation Alignment of GNNs and LLMs on Text-attributed Graphs

ย ๐Ÿ“ŠMachine Learning ย Content type: Academic
arxiv.orgยท

Theory of learning of high-dimensional controlled non-linear dynamical systems (I): models and methods

ย ๐Ÿ“ŠMachine Learning ย Content type: Academic
arxiv.orgยท

Towards Diverse Scientific Hypothesis Search with Large Language Models

ย ๐Ÿ”RAG ย Content type: Academic
arxiv.orgยท

Optimal Rates for Generalization of Gradient Descent Methods with Deep Neural Networks

ย ๐Ÿ“ŠMachine Learning ย Content type: Academic
arxiv.orgยท

Testing Neural Networks via Bayesian-Guided Exploration of Decision Landscapes

ย ๐Ÿ“ŠMachine Learning ย Content type: Academic
arxiv.orgยท

Using Probabilistic Programs to Train Inductive Reasoning in Large Language Models

ย ๐Ÿš€MLOps ย Content type: Academic
arxiv.orgยท

Spiking Neural Network inference on FPGAs with hls4ml

ย ๐Ÿ“ŠMachine Learning ย Content type: Academic
arxiv.orgยท

Can LLMs extract scientific consensus? A case study in high-temperature superconductivity

ย ๐Ÿง LLMs ย Content type: Academic
arxiv.orgยท

Temporal Preference Concepts and their Functions in a Large Language Model

ย ๐Ÿง LLMs ย Content type: Academic
arxiv.orgยท

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