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Transformer-Enhanced Reinforcement Learning: Fundamentals and Applications in Communication Networks

 🤖Machine Learning  Content type: Academic
arxiv.org·

Preserving Plasticity in Continual Learning via Dynamical Isometry

 🤖Machine Learning  Content type: Academic
arxiv.org·

Muon Learns More Robust and Transferable Features than Adam

 🧠Deep Learning  Content type: Academic
arxiv.org·

Imbuing Large Language Models with Bidirectional Logic for Robust Chain Repair

 🎛️Fine-tuning  Content type: Academic
arxiv.org·

Optimizing Energy-based Neural Network Training with Coherent Ising Machine

 🧠Deep Learning  Content type: Academic
arxiv.org·

AI from concrete to abstract: demystifying artificial intelligence to the general public

 🧠Neural Networks  Content type: Academic
arxiv.org·

Hybridizing Equilibrium Propagation with Ising Machines for Efficient Energy-Based Learning

 🤖Machine Learning  Content type: Academic
arxiv.org·

ND-TNN: Tensor-Neural-Network Approximation for High-Dimensional Nonlocal Diffusion Models

 🧠Deep Learning  Content type: Academic
arxiv.org·

Efficient and Training-Free Single-Image Diffusion Models

 🎨Generative AI  Content type: Academic
arxiv.org··Hacker News

EinSort: Sorting is All We Need for Tensorizing LLM

 🤖Machine Learning  Content type: Academic
arxiv.org·

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

 🤖Machine Learning  Content type: Academic
arxiv.org·

Attention at the Theoretical Minimum: A Mathematics of Arrays Framework for Memory-Optimal Transformer Kernels

 🧠Neural Networks  Content type: Academic
arxiv.org·

Structured Neuron Pruning in Deep Neural Networks Using Multi-Armed Bandits

 🧠Deep Learning  Content type: Academic
arxiv.org·

Learning Empirically Admissible Neural Heuristics for Combinatorial Search

 🤖Machine Learning  Content type: Academic
arxiv.org·

Evaluating the Representation Space of Diffusion Models via Self-Supervised Principles

 🎨Generative AI  Content type: Academic
arxiv.org·

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

 🤖Machine Learning  Content type: Academic
arxiv.org·

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

 ✍️Prompt Engineering  Content type: Academic
arxiv.org·

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

 🧠Deep Learning  Content type: Academic
arxiv.org·

Query-based Cross-Modal Projector Bolstering Mamba Multimodal LLM

 💬LLMs  Content type: Academic
arxiv.org·

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

 🤖Machine Learning  Content type: Academic
arxiv.org·

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