🤖 Machine Learning - jhcha.oyo · Scour

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

📈Optimization Academic

Testing Neural Networks via Bayesian-Guided Exploration of Decision Landscapes

🤖AI Academic

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

📈Optimization Academic

Bagged Polynomial Regression and Neural Networks

🤖AI Academic

Knowledge-Inclusive Adaptive Physics-Informed Neural Network for Microbial Interaction Modelling

🤖AI Academic

Variational Proximal Policy Optimization

🎯RLHF Academic

From Ticks to Flows: Dynamics of Neural Reinforcement Learning in Continuous Environments

🤖AI Academic

Machine-Learning Emulation of Satellite Greenhouse Gas Retrievals: Stability over Time

🤖AI Academic

Flatness and Generalization: Learning Multi-Index Models with Homogeneous Neural Networks

🤖AI Academic

Principles and Practice of Deep Representation Learning: or a Mathematical Theory of Memory

🧠Deep Learning Academic

Heterophily-Aware Adaptive Knowledge Distillation for Hypergraph Neural Networks

🤖AI Academic

HalfNet: Randomized Neural Networks with Learned Subspace Geometry

🤖AI Academic

A Topological Characterization of Graph Neural Networks via Stochastic Block Model Embeddings on the n-Sphere

🤖AI Academic

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

🤖AI Academic

DBHN-Net: Dual-Branch Hybrid Neural Network For Low-Complexity Monaural Speech Enhancement

🤖AI Academic

PAC-Bayesian Adversarially Robust Generalization for Message Passing Graph Neural Networks: A Sensitivity Analysis

🤖AI Academic

Bayesian Membership Privacy for Graph Neural Networks

🎲Probability Academic

Trace-Mediated Peak Bias: Bridging Temporal Credit Assignment and Cognitive Heuristics in Deep Reinforcement Learning

🎮Reinforcement Learning Academic

Quantifying Uncertainty In Wide Two-Layer Neural Networks: On The Law Of The Limiting Fluctuation Process

🤖AI Academic

GuardNet: Ensemble Strategies of Shallow Neural Networks for Robust Prompt Injection and Jailbreak Detection

🤖AI Academic

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