📊 Shannon Entropy - matmat · Scour

Information Theory and Statistical Learning 🧠Machine Learning

OpenZL 0.2 Released For Meta's Content-Aware Compression Software ⚡Modern Compression

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Information-theoretic Limits of Learning and Estimation 🧮Kolmogorov Bounds

Asymptotically Log-Optimal Bayes-Assisted Confidence Sequences for Bounded Means 🧮Kolmogorov Bounds

Tyche: One Step Flow for Efficient Probabilistic Weather Forecasting 🧮Kolmogorov Bounds

Tracing Uncertainty in Language Model "Reasoning" 💻Local LLMs

LLMs Uncertainty Quantification via Adaptive Conformal Semantic Entropy 🧮Kolmogorov Bounds

Bayesian Fine-tuning in Projected Subspaces 🧠Machine Learning

Adaptive Data Compression and Reconstruction for Memory-Bounded EEG Continual Learning 🧠Neural Compression

POETS: Uncertainty-Aware LLM Optimization via Compute-Efficient Policy Ensembles 💻Local LLMs

Robust and Reliable AI for Predictive Quality in Semiconductor Materials Manufacturing with MLOps and Uncertainty Quantification 🧠Machine Learning

Gradients with Respect to Semantics Preserving Embeddings Tell the Uncertainty of Large Language Models 🧮Kolmogorov Complexity

GRAPHLCP: Structure-Aware Localized Conformal Prediction on Graphs 🗜️Graph Compression

Amortized Variational Inference for Joint Posterior and Predictive Distributions in Bayesian Uncertainty Quantification 🧮Kolmogorov Bounds

Data Augmentation of Contrastive Learning is Estimating Positive-incentive Noise 📊Learned Metrics

Probabilistic Classification and Uncertainty Quantification of Sahara Desert Climate Using Feedforward Neural Networks 🧠Machine Learning

Quantile-Free Uncertainty Quantification in Graph Neural Networks 🧮Kolmogorov Bounds

PerFlow: Physics-Embedded Rectified Flow for Efficient Reconstruction and Uncertainty Quantification of Spatiotemporal Dynamics 📊Quantization

Boundary-Aware Uncertainty Quantification for Wildfire Spread Prediction 🧮Kolmogorov Bounds

Logical Consistency as a Bridge: Improving LLM Hallucination Detection via Label Constraint Modeling between Responses and Self-Judgments 💻Local LLMs

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