Information Theory

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InfoShield: Privacy-Preserving Speech Representations for Mental Health Screening via Information-Theoretic Optimization

 💬LLMs  Content type: Academic
arxiv.org·

Structural Grid Descriptors Predict Within-Task Solver Success on ARC-AGI

 📉Loss Landscapes  Content type: Academic
arxiv.org·

The Preisach Extremum Stack is a Shannon-Minimal Sufficient Statistic for Rate-Independent Functionals

 🗜️Compressed Sensing  Content type: Academic
arxiv.org·

Optimal Regret Exponents for Bayesian Statistical Decision Problems

 🎮Reinforcement Learning  Content type: Academic
arxiv.org·

Geometry-Structured Channel Reconstruction for Conventional and Fluid Antenna Systems: Bayesian Inference and Fundamental Limits

 📊Channel Estimation  Content type: Academic
arxiv.org·

Joint Channel Estimation and Cooperative Localization for Near-Field Ultra-Massive MIMO

 📶Communications  Content type: Academic
arxiv.org·

Causally Evaluating the Learnability of Formal Language Tasks

 💬LLMs  Content type: Academic
arxiv.org·

Double-Directional Wireless Channel Modeling Using Statistics-Aided Machine Learning

 📶Communications  Content type: Academic
arxiv.org·

A Switching Beamformer for Highly Non-Stationary Environments

 📶Communications  Content type: Academic
arxiv.org·

Topological Effective Connectivity Modeling in Brain Networks

 📉Loss Landscapes  Content type: Academic
arxiv.org·

Multiple Quantum Hypothesis Testing: One-Shot Pairwise Bounds and Sharp Asymptotics

 📐Math  Content type: Academic
arxiv.org·

Discovering and decoding latent mean-field structure with variational autoencoders

 🔥PyTorch  Content type: Academic
arxiv.org·

KODA: Contrastive Representation Comparison and Alignment for Vision-Language Foundation Models

 📉Loss Landscapes  Content type: Academic
arxiv.org·

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

 📐Math  Content type: Academic
arxiv.org·

Probabilistic Risk Sensitivity and Loss Aversion in Cumulative Prospect Theory

 📶Communications  Content type: Academic
arxiv.org·

Dynamic FDD for Spectrum Sharing in Non-Terrestrial Networks

 📶Communications  Content type: Academic
arxiv.org·

Information-Theoretic Bounds for Sparse Covariance Estimation in the Vertical-Split Distributed Model

 📐Estimation Theory  Content type: Academic
arxiv.org·

Bounded Deep Unfolding for Joint Beamforming and Scheduling in Multi-Cell MIMO Networks

 📡MIMO  Content type: Academic
arxiv.org·

Now You (Still) See Me: Detecting Evasive Steganographic Payloads in LLMs

 🔍Detection Theory  Content type: Academic
arxiv.org·

Pointwise Complexity for Gaussian Fields: Upper Envelopes, Algorithmic Lower Bounds, and Separation

 📐Optimization Theory  Content type: Academic
arxiv.org·

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