🧠 Machine Learning - matmat · Scour

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

📐Linear Algebra Academic

PathTIGR: A pathway topology-informed graph representation learning framework for immunotherapy response prediction

🕸️Graph Embeddings

BBOmix: A Tabular Benchmark for Hyperparameter Optimization of Unsupervised Biological Representation Learning

🧪Data science Academic

Information Bottleneck Meets Quantization: Finite Rate Analysis and Optimal Designs

📊Rate-Distortion Theory Academic

Bootstrap Theory of Representational Emergence: Explanatory Insufficiency as a Driver of Representation Learning and World Models

🧠Learned Codecs Academic

Representation Learning Enables Scalable Multitask Deep Reinforcement Learning

💻Local LLMs Academic

A Theory on Flow Matching with Neural Networks

🕳️Persistent Homology Academic

Lighting-Aware Representation Learning under Controllable Lighting Variation

📐Projective Geometry Academic

IB-HFN: Information Bottleneck-Driven SAR-Optical Fusion Network for High-Fidelity Cloud Removal

📊Rate-Distortion Theory Academic

The Loss Is Not Enough: Sampling Conditions and Inductive Bias in Contrastive Representation Learning

🧠Learned Codecs Academic

Speaker-Invariant Representation Learning for Spoofing Detection via Gradient Reversal and A Variational Information Bottleneck

⧗Information Bottleneck Academic

Environment-Robust Representation Learning with Empirical Bayes

📊Learned Metrics Academic

CF-JEPA: Mask-free forward prediction with asymmetric encoder utilization for time-series representation learning

🎯Arithmetic Coding Theory Academic

Loss-Guided Adaptive Scale Refinement for Molecular Force Prediction

🔗Tailscale Academic

Robust Scene Transfer for PointGoal Navigation via Privileged Sensor Guided Contrastive Learning

📐Projective Geometry Academic

BRepCLIP: Contrastive Multimodal Pretraining on BRep Primitives for CAD Understanding

📐Projective Geometry Academic

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

🌈Spectral Methods Academic

Bridging Short Videos and Live Streams: Reasoning-Guided Multimodal LLMs for Cross-Domain Representation Learning

⚖️Feed Ranking Academic

Prediction Under Imperfect Compression: A Theory of Approximate MDL

🧮Kolmogorov Complexity Academic

A Cookbook of 3D Vision: Data, Learning Paradigms, and Application

📐Projective Geometry Academic

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