🤖 Machine Learning - justjcullen · Scour

Modelling magnetic material properties with uncertainty-aware neural networks

🔍AI Interpretability Academic

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

🎯Reinforcement Learning Academic

Epistemic Uncertainty Is Not the Reducible Kind

👁️Observability Academic

Phase Transitions in Attention: A Bayesian Theory of Copy Head Emergence

🔍AI Interpretability Academic

Second-Order Path Kernel Interpolation Formulas in Machine Learning

🎯Reinforcement Learning Academic

Generalization in Deep Neural Networks: Minimax Rates for Gradient Methods

🔍AI Interpretability Academic

Hyperparameter Learning for Latent Factorization of Tensors for Representation Learning to Large-scale Dynamic Weighted Directed Network

🎯Reinforcement Learning Academic

Importance-Aware Scheduling for High-Dimensional Hyperparameter Optimization

λFunctional Programming Academic

A Theory on Flow Matching with Neural Networks

⚡Incremental Computation Academic

Predicting Physical and Physical-Chemical Properties of Molecular-Based Materials Using Computational Neural Networks

⚡Incremental Computation Academic

Forward-Only Convolutional Neural Networks with Learnable Channel-Class Assignment

🔍AI Interpretability Academic

Flatland: The Adventures of Gradient Descent with Large Step Sizes

⚡Incremental Computation Academic

Fourier fractal dimension to predict the generalization of deep neural networks

🔍AI Interpretability Academic

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

🎯Reinforcement Learning Academic

A Mean-Field Analysis of Multi-Head Self-Attention under Cross-Entropy Training

🎯Reinforcement Learning Academic

Multilevel Stochastic Gradient Descent for Risk-Averse PDE-Constrained Optimization

🎯Reinforcement Learning Academic

Enhancing AI Interpretability and Safety through Localised Architectures

🔍AI Interpretability Academic

Investigating the Histogram Loss in Regression

👁️Observability Academic

Uniform Stability and Generalization Error of GD and SGD on Fixed-Point Parameters

🎯Reinforcement Learning Academic

Phantom transitions in language model fine-tuning

⚡Incremental Computation Academic

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