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DP-MacAdam: Differentially Private Mechanism with Adaptive Clipping and Adaptive Momentum

馃攼CryptographyContent type: Academic
arxiv.org

Beyond Linear and Overcomplete Regimes: A Mean-Field Analysis of Bottleneck Autoencoders

馃敟PyTorchContent type: Academic
arxiv.org

Near-Optimal Decentralized Stochastic Convex Optimization over Networks

馃Consensus AlgorithmsContent type: Academic
arxiv.org

ReGIL: Retrieval-Guided Imitation Learning from a Single Demonstration

馃Deep LearningContent type: Academic
arxiv.org

Constructing VAE Latent Spaces with Prescribed Topology

馃Deep LearningContent type: Academic
arxiv.org

When Both Layers Learn: Training Dynamics of Representing Linear Models via ReLU Networks

馃Machine LearningContent type: Academic
arxiv.org

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

馃幃Reinforcement LearningContent type: Academic
arxiv.org

Characterizing Learning Dynamics under Relative Reparameterization of Singular Models

馃Deep LearningContent type: Academic
arxiv.org

Gradient Descent with Large Step Size Restores Symmetry in Deep Linear Networks with Multi-Pathway

馃Deep LearningContent type: Academic
arxiv.org

CLAW: Learning Continuous Latent Action World Models via Adversarial Latent Regularization

馃Deep LearningContent type: Academic
arxiv.org

Variational Proximal Policy Optimization

馃幃Reinforcement LearningContent type: Academic
arxiv.org

Fog of Love: Engineering Virtuous Agent Behavior with Affinity-based Reinforcement Learning in a Game Environment

馃幃Reinforcement LearningContent type: Academic
arxiv.org

Prediction Under Imperfect Compression: A Theory of Approximate MDL

馃LLMsContent type: Academic
arxiv.org

The Differentiable Auditory Loop (DAL): An ML Framework for Hyper-Personalized Hearing Aids

馃Deep LearningContent type: Academic
arxiv.org

PC Layer: Polynomial Weight Preconditioning for Improving LLM Pre-Training

馃LLMsContent type: Academic
arxiv.org

RowNet: A Memory Transformer for Tabular Regression

馃Machine LearningContent type: Academic
arxiv.org

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