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amitness/learning
A log of things I'm learning
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Paper → model → repo connections mined from source citations (Tier-1 exact match).
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Every edge carries a method, confidence, and the source snippet that justified it — so bad links are debuggable.
- FuzzySimilar title/name (fuzzy) · 84%Multi-Modal, Multi-Environment Machine Teaching for Robust Reward Learning →
“Fuzzy title match (0.92): “Multi-Modal, Multi-Environment Machine Teaching for Robust R” ≈ “amitness/learning””
- FuzzySimilar title/name (fuzzy) · 84%Group-invariant Coresets for Data-efficient Active Learning →
“Fuzzy title match (0.92): “Group-invariant Coresets for Data-efficient Active Learning” ≈ “amitness/learning””
- FuzzySimilar title/name (fuzzy) · 84%Staged Hybridisation for Visual Quantum Reinforcement Learning via Knowledge Distillation →
“Fuzzy title match (0.92): “Staged Hybridisation for Visual Quantum Reinforcement Learni” ≈ “amitness/learning””
- FuzzySimilar title/name (fuzzy) · 84%Learning to Forecast Crop Growth from Earth Observation Data →
“Fuzzy title match (0.92): “Learning to Forecast Crop Growth from Earth Observation Data” ≈ “amitness/learning””
- FuzzySimilar title/name (fuzzy) · 84%ARC-CT: Anatomy-Routed Contrastive Vision-Language Learning for 3D Chest CT →
“Fuzzy title match (0.92): “ARC-CT: Anatomy-Routed Contrastive Vision-Language Learning ” ≈ “amitness/learning””
- FuzzySimilar title/name (fuzzy) · 84%Cost-efficient Active Learning for Referring Image Segmentation and Grounding →
“Fuzzy title match (0.92): “Cost-efficient Active Learning for Referring Image Segmentat” ≈ “amitness/learning””
- FuzzySimilar title/name (fuzzy) · 84%Machine Learning for Depression Screening and Intervention: an Original Circadian Rhythm Score-based Methodology →
“Fuzzy title match (0.92): “Machine Learning for Depression Screening and Intervention: ” ≈ “amitness/learning””
- FuzzySimilar title/name (fuzzy) · 84%Learning to Use Tools: Reinforcement Learning for Tool-Integrated Mathematical Reasoning →
“Fuzzy title match (0.92): “Learning to Use Tools: Reinforcement Learning for Tool-Integ” ≈ “amitness/learning””
Implements
paperMulti-Modal, Multi-Environment Machine Teaching for Robust Reward LearningpaperGroup-invariant Coresets for Data-efficient Active LearningpaperStaged Hybridisation for Visual Quantum Reinforcement Learning via Knowledge DistillationpaperLearning to Forecast Crop Growth from Earth Observation DatapaperARC-CT: Anatomy-Routed Contrastive Vision-Language Learning for 3D Chest CTpaperCost-efficient Active Learning for Referring Image Segmentation and GroundingpaperMachine Learning for Depression Screening and Intervention: an Original Circadian Rhythm Score-based MethodologypaperLearning to Use Tools: Reinforcement Learning for Tool-Integrated Mathematical ReasoningpaperAnalytic Dynamics: Learning Physics-Grounded Representation for Fast Intrinsic Dynamics Inference from Monocular VideospaperLearning a Size-Weight Frontier for Synthetic-Augmented InferencepaperA Function-Space Dichotomy for Compositional Learning: Exponential Sub-Optimality of the Neural Tangent KernelpaperMultimodal Semantic-Aware Contrastive Learning For False Negative Mitigation in 3D Medical ImagingpaperA Multi-Fidelity Convolutional Autoencoder-Transfer Learning Framework for Guided-Wave-Based Damage Diagnosis Using Large Simulated and Limited Experimental DatasetspaperA Reinforcement-Learning-Augmented Liquid-Fueled Reactor Network Model for Predicting Lean Blowout in Gas Turbine CombustorspaperAction-Factored Multi-Agent Reinforcement Learning for Scalable Quantum Device TuningpaperHigh-Resolution Flood Mapping With Sentinel-1 and Sentinel-2 via Misalignment-Robust Cross-Sensor Learning and Generative DespecklingpaperRotational Equivariance in Machine Learning: A Comprehensive TutorialpaperPhysiFormer: Learning to Simulate Mechanics in World SpacepaperWhen Does Bigger Help? A Controlled Study of LLM Scale for Ontology LearningpaperLearning New Facts with QLoRA: An Acquisition-Retention FrontierpaperTabPATE: Differentially Private Tabular In-Context Learning Without Public DatapaperKLTNet: Learning Sparse Feature Tracking for Robust and Accurate Monocular Visual-Inertial OdometrypaperLIME: Learning Intent-aware Camera Motion from Egocentric VideopaperQ-based Variational Inverse Reinforcement LearningpaperU-shaped Multi-granularity Learning for Vision-Language ModelspaperAlphaWiSE: Adaptive Weight Interpolation for Continual Multimodal Representation LearningpaperLearning Emotion from Motion: Kinetic Multi-Stream Skeleton Modeling with Metadata-Conditioned Weak Label DistributionspaperSecure Decentralized Federated Learning via Gossip and Virtual VotingpaperEmbedding NDRE Trajectories into Contrastive Learning for Label-Free, Physiology-Aware Crop-Stress Staging and DSS OutputspaperSP-CACW: Convergence-Aware Client Weighting for Selfish Personalized LearningpaperLearning the Target Priors Before Image Translation: A Decoupled Training Paradigm for Cross-Modal Image Translation in Remote SensingpaperMitigating Positional Leakage in 3D Masked Autoencoders for Robust Representation LearningpaperOptimal Alternating Regret for Online Learning and GamespaperToward an Energy-Optimized Operation of Data Centers Located in Wind Farms Using Reinforcement LearningpaperEvolution Fine-Tuning: Learning to Discover Across 371 Optimization TaskspaperLearning Structurally Consistent Representations for Multi-View Radar Semantic SegmentationpaperFLORA: A deep learning approach to predict forest attributes from heterogeneous LiDAR datapaperDangerous Liaisons of Convex Learning and Non-Affine AggregationpaperBeyond Score Prediction: LLM-Based Essay Scoring and Feedback Generation via Reinforcement Learning with Rubric RewardspaperDisentangling Curriculum Learning in NLP: Towards a Unifying TaxonomypaperDeriving Scaling Laws for OpenEuroLLM Models: Learning Rate, Batch Size and LosspaperFedLAB: Traceable Semantic Codebooks for Federated Multimodal Graph Foundation LearningpaperMetaPerch: Learning from metadata for bioacoustics foundation modelspaperWhen Do Explanations Help In-Context Learning? A Comparative Study of Natural Language Explanation Types and FaithfulnesspaperRoMAN-Flow: Taming Autoregressive Normalizing Flows for Offline Reinforcement Learning in Robotic ManipulationpaperExact Algebraic Computation of Learning Coefficients for Two-Dimensional Singular ModelspaperDendritic In-Context Learning in a Single-Layer Spiking Neural NetworkpaperLearning Mechanistic Reasoning for Chemical Reactions with Large Language ModelspaperUnderstanding How Humans Inject Knowledge into Machine Learning Workflows through Visual AnalyticspaperA Dual-domain Refinement Network with FBP-based Jacobian Learning for Sparse-view Dual-Energy CT Material DecompositionpaperVector Search As Nearest Neighbor Matching: RAG-based Policy Learning in Causal InferencepaperGaP: A Graph-as-Policy Multi-Agent Self-Learning Harness For Variational Automation TaskspaperProvable learning separation for predicting time-evolution of quantum many-body systemspaperMachine Learning Assisted Inverse Design of Pixelated mmWave Patch AntennaspaperQuantum Federated Learning Based on Bures--Uhlmann Geometry for Heterogeneous Noisy ClientspaperPerturbRx: Learning Treatment-Conditioned Latent Transitions for Patient Drug Response PredictionpaperType-Balanced Contextual Learning for Incremental Named Entity RecognitionpaperMonoIR-RS: Infrared Remote Sensing Vision-Language Learning with CLIP and VLM AdaptationpaperHuman-Machine Collaboration on Generative Meta-Learning: Model and AlgorithmpaperToken-Sparse Medical Multimodal Reasoning via Dual-Stream Reinforcement LearningpaperDADiff: Diffusion-Driven Cross-Domain Policy Adaptation for Reinforcement LearningpaperOn the Structural Limits of Machine Learning Decision Systems: An Information-Theoretic, Interaction-Based, and Stochastic-Dynamical PerspectivepaperAutomated ACL Footprint Identification Using 3D Deep LearningpaperUnsupervised Learning of Cell Instances with Generative Routing Pyramids
Related across the graph
paperHigh-Resolution Flood Mapping With Sentinel-1 and Sentinel-2 via Misalignment-Robust Cross-Sensor Learning and Generative DespecklingpaperRotational Equivariance in Machine Learning: A Comprehensive TutorialpaperWhen Does Bigger Help? A Controlled Study of LLM Scale for Ontology LearningpaperLearning to Forecast Crop Growth from Earth Observation DatapaperLearning New Facts with QLoRA: An Acquisition-Retention FrontierpaperTabPATE: Differentially Private Tabular In-Context Learning Without Public DatapaperARC-CT: Anatomy-Routed Contrastive Vision-Language Learning for 3D Chest CTpaperKLTNet: Learning Sparse Feature Tracking for Robust and Accurate Monocular Visual-Inertial OdometrypaperLIME: Learning Intent-aware Camera Motion from Egocentric VideopaperCost-efficient Active Learning for Referring Image Segmentation and GroundingpaperQ-based Variational Inverse Reinforcement LearningpaperU-shaped Multi-granularity Learning for Vision-Language ModelspaperAlphaWiSE: Adaptive Weight Interpolation for Continual Multimodal Representation LearningpaperLearning Emotion from Motion: Kinetic Multi-Stream Skeleton Modeling with Metadata-Conditioned Weak Label DistributionspaperEmbedding NDRE Trajectories into Contrastive Learning for Label-Free, Physiology-Aware Crop-Stress Staging and DSS OutputspaperSecure Decentralized Federated Learning via Gossip and Virtual VotingpaperSP-CACW: Convergence-Aware Client Weighting for Selfish Personalized LearningpaperLearning the Target Priors Before Image Translation: A Decoupled Training Paradigm for Cross-Modal Image Translation in Remote SensingpaperMachine Learning for Depression Screening and Intervention: an Original Circadian Rhythm Score-based MethodologypaperMitigating Positional Leakage in 3D Masked Autoencoders for Robust Representation LearningpaperOptimal Alternating Regret for Online Learning and GamespaperToward an Energy-Optimized Operation of Data Centers Located in Wind Farms Using Reinforcement LearningpaperEvolution Fine-Tuning: Learning to Discover Across 371 Optimization TaskspaperFLORA: A deep learning approach to predict forest attributes from heterogeneous LiDAR datapaperDangerous Liaisons of Convex Learning and Non-Affine AggregationpaperLearning Structurally Consistent Representations for Multi-View Radar Semantic SegmentationpaperLearning to Use Tools: Reinforcement Learning for Tool-Integrated Mathematical ReasoningpaperBeyond Score Prediction: LLM-Based Essay Scoring and Feedback Generation via Reinforcement Learning with Rubric RewardspaperFedLAB: Traceable Semantic Codebooks for Federated Multimodal Graph Foundation LearningpaperMetaPerch: Learning from metadata for bioacoustics foundation modelspaperWhen Do Explanations Help In-Context Learning? A Comparative Study of Natural Language Explanation Types and FaithfulnesspaperRoMAN-Flow: Taming Autoregressive Normalizing Flows for Offline Reinforcement Learning in Robotic ManipulationpaperExact Algebraic Computation of Learning Coefficients for Two-Dimensional Singular ModelspaperDeriving Scaling Laws for OpenEuroLLM Models: Learning Rate, Batch Size and LosspaperLearning Mechanistic Reasoning for Chemical Reactions with Large Language ModelspaperUnderstanding How Humans Inject Knowledge into Machine Learning Workflows through Visual AnalyticspaperDendritic In-Context Learning in a Single-Layer Spiking Neural NetworkpaperA Dual-domain Refinement Network with FBP-based Jacobian Learning for Sparse-view Dual-Energy CT Material DecompositionpaperGaP: A Graph-as-Policy Multi-Agent Self-Learning Harness For Variational Automation TaskspaperProvable learning separation for predicting time-evolution of quantum many-body systemspaperMachine Learning Assisted Inverse Design of Pixelated mmWave Patch AntennaspaperMonoIR-RS: Infrared Remote Sensing Vision-Language Learning with CLIP and VLM AdaptationpaperHuman-Machine Collaboration on Generative Meta-Learning: Model and AlgorithmpaperToken-Sparse Medical Multimodal Reasoning via Dual-Stream Reinforcement LearningpaperPerturbRx: Learning Treatment-Conditioned Latent Transitions for Patient Drug Response PredictionpaperUnsupervised Learning of Cell Instances with Generative Routing PyramidspaperAnalytic Dynamics: Learning Physics-Grounded Representation for Fast Intrinsic Dynamics Inference from Monocular VideospaperType-Balanced Contextual Learning for Incremental Named Entity RecognitionpaperLearning a Size-Weight Frontier for Synthetic-Augmented InferencepaperPhysiFormer: Learning to Simulate Mechanics in World SpacepaperA Function-Space Dichotomy for Compositional Learning: Exponential Sub-Optimality of the Neural Tangent KernelpaperMultimodal Semantic-Aware Contrastive Learning For False Negative Mitigation in 3D Medical ImagingpaperA Multi-Fidelity Convolutional Autoencoder-Transfer Learning Framework for Guided-Wave-Based Damage Diagnosis Using Large Simulated and Limited Experimental DatasetspaperA Reinforcement-Learning-Augmented Liquid-Fueled Reactor Network Model for Predicting Lean Blowout in Gas Turbine CombustorspaperAction-Factored Multi-Agent Reinforcement Learning for Scalable Quantum Device TuningpaperVector Search As Nearest Neighbor Matching: RAG-based Policy Learning in Causal InferencepaperDisentangling Curriculum Learning in NLP: Towards a Unifying TaxonomypaperQuantum Federated Learning Based on Bures--Uhlmann Geometry for Heterogeneous Noisy ClientspaperDADiff: Diffusion-Driven Cross-Domain Policy Adaptation for Reinforcement LearningpaperOn the Structural Limits of Machine Learning Decision Systems: An Information-Theoretic, Interaction-Based, and Stochastic-Dynamical PerspectivepaperMulti-Modal, Multi-Environment Machine Teaching for Robust Reward LearningpaperGroup-invariant Coresets for Data-efficient Active LearningpaperStaged Hybridisation for Visual Quantum Reinforcement Learning via Knowledge DistillationpaperAutomated ACL Footprint Identification Using 3D Deep Learning