repoGitHubTrust 82 · PrimaryPublished 2d agoLive · 2d ago
aymericdamien/TopDeepLearning
A list of popular github projects related to deep learning
Lineage graph
Paper → model → repo connections mined from source citations (Tier-1 exact match).
Why these links exist
Every edge carries a method, confidence, and the source snippet that justified it — so bad links are debuggable.
- PossiblePossibly related (embedding) · 55%[D] Looking for Machine Learning / Deep Learning Final Year Project Ideas[D] →
- PossiblePossibly related (embedding) · 52%deepseek-ai/DeepSeek-V3 →
- PossiblePossibly related (embedding) · 50%Transformers in Deep Learning: How Self-Attention Changed Modern AI - Snowflake →
- PossiblePossibly related (embedding) · 50%Google DeepMind and A24 announce first-of-its-kind research partnership →
- PossiblePossibly related (embedding) · 50%deepseek-ai/DeepSeek-OCR →
- FuzzySimilar title/name (fuzzy) · 87%Multimodal Assessment of Pancreatic Cancer Resectability Using Deep Learning →
“Fuzzy title match (0.94): “Multimodal Assessment of Pancreatic Cancer Resectability Usi” ≈ “aymericdamien/TopDeepLearning””
- FuzzySimilar title/name (fuzzy) · 59%MetaPerch: Learning from metadata for bioacoustics foundation models →
“Fuzzy title match (0.73): “MetaPerch: Learning from metadata for bioacoustics foundatio” ≈ “aymericdamien/TopDeepLearning””
- FuzzySimilar title/name (fuzzy) · 59%SIVA-RL: Sensitivity-Invariance Visual Alignment for Multimodal Reinforcement Learning →
“Fuzzy title match (0.73): “SIVA-RL: Sensitivity-Invariance Visual Alignment for Multimo” ≈ “aymericdamien/TopDeepLearning””
Covers
Related to
Implements
paperMultimodal Assessment of Pancreatic Cancer Resectability Using Deep LearningpaperMetaPerch: Learning from metadata for bioacoustics foundation modelspaperSIVA-RL: Sensitivity-Invariance Visual Alignment for Multimodal Reinforcement LearningpaperLearning Mechanistic Reasoning for Chemical Reactions with Large Language ModelspaperXRFormer: Multiscale Tokenization for XRF Representation LearningpaperUsing AI-based Learning Assistants in Higher Education: A Large-Scale Descriptive AnalysispaperHigh-Resolution Flood Mapping With Sentinel-1 and Sentinel-2 via Misalignment-Robust Cross-Sensor Learning and Generative DespecklingpaperMitigating Positional Leakage in 3D Masked Autoencoders for Robust Representation LearningpaperLearning to Evolve Scenes: Reasoning about Human Activities with Scene GraphspaperLIME: Learning Intent-aware Camera Motion from Egocentric VideopaperEntropy-Constrained Machine Learning with Residual Data Augmentation for Modeling Chemical KineticspaperSecure Decentralized Federated Learning via Gossip and Virtual VotingpaperSP-CACW: Convergence-Aware Client Weighting for Selfish Personalized LearningpaperTabPATE: Differentially Private Tabular In-Context Learning Without Public DatapaperNeuron-Aware Active Few-Shot Learning for LLMspaperToward an Energy-Optimized Operation of Data Centers Located in Wind Farms Using Reinforcement LearningpaperA Dual-domain Refinement Network with FBP-based Jacobian Learning for Sparse-view Dual-Energy CT Material DecompositionpaperProvable learning separation for predicting time-evolution of quantum many-body systemspaperEvolution Fine-Tuning: Learning to Discover Across 371 Optimization TaskspaperWat3R: Underwater 3D Geometry Learning without AnnotationspaperDangerous Liaisons of Convex Learning and Non-Affine AggregationpaperFLORA: A deep learning approach to predict forest attributes from heterogeneous LiDAR datapaperLearning Structurally Consistent Representations for Multi-View Radar Semantic SegmentationpaperFedLAB: Traceable Semantic Codebooks for Federated Multimodal Graph Foundation LearningpaperUnderstanding How Humans Inject Knowledge into Machine Learning Workflows through Visual AnalyticspaperDendritic In-Context Learning in a Single-Layer Spiking Neural NetworkpaperA Lightweight Self-Supervised Learning Framework for Multivariate Time Series using Hierarchical-JEPA on ECG DatapaperImproving LLM-Generated Process Model Quality Through Reinforcement Learning: The Role of Reward Function DesignpaperLinkify: Learning from Interface-Augmented Assembly GraphspaperPhysiFormer: Learning to Simulate Mechanics in World SpacepaperHuman-Machine Collaboration on Generative Meta-Learning: Model and AlgorithmpaperToken-Sparse Medical Multimodal Reasoning via Dual-Stream Reinforcement LearningpaperLearning from Reliable Latent Prompts for Visual Recognition with Missing ModalitiespaperDecompRL: Solving Harder Problems by Learning Modular Code GenerationpaperReinforcement Learning with Metacognitive Feedback Elicits Faithful Uncertainty Expression in LLMspaperBlockPilot: Instance-Adaptive Policy Learning for Diffusion-based Speculative DecodingpaperMetric-Guided Synthetic Image Data Rendering for Deep Learning compatible with Agentic AIpaperVisually Grounded Self-Reflection for Vision-Language Models via Reinforcement LearningpaperPhysics-Informed Neural Network with Transfer Learning for State Estimation in Lithium-Ion Batteries using the Single Particle Model with ElectrolytepaperScalable Perturbation Learning for Online Self-Supervised Echo State NetworkspaperConstraint-Aware Aggregation for Federated Reinforcement Learning in Microgrid Energy CoordinationpaperSelf-Study Reconsidered: The Hidden Fragility of Learning from Self-Generated QApaperGAIA: Geometry-Adaptive Operator Learning for Forward and Inverse ProblemspaperTabPack: Efficient Hyperparameter Ensembles for Tabular Deep LearningpaperSteering Optimisation Trajectories in Diffusion Representation LearningpaperMARVEL: Margin-Aware Robust von Mises-Fischer Expert Learning for Long-Tailed Out-of-Distribution DetectionpaperA Function-Space Dichotomy for Compositional Learning: Exponential Sub-Optimality of the Neural Tangent KernelpaperA Multi-Fidelity Convolutional Autoencoder-Transfer Learning Framework for Guided-Wave-Based Damage Diagnosis Using Large Simulated and Limited Experimental DatasetspaperActive Offline-to-Online Reinforcement LearningpaperSpectral Stability of Pseudoinverse-Based Extreme Learning MachinepaperALICE: Learning a General-Purpose Pathology Foundation Model from Vision, Vision-Language, and Slide-Level ExpertspaperLearning-based Probabilistic Load Forecasting with Post-hoc and In-model UncertaintypaperDeep Multitask Learning for Mixed-Type Outcomes with Shared SparsitypaperData-Efficient Deep Learning: Empirical Guidelines for Training Set Size Estimation in Inertial Sensor ClassificationpaperStaged Hybridisation for Visual Quantum Reinforcement Learning via Knowledge DistillationpaperSimple-to-Complex Structured Demonstrations for Vision-Language-Action LearningpaperFreeform Preference Learning for Robotic ManipulationpaperLearning Topology-Aware Representations via Test-Time Adaptation for Anomaly SegmentationpaperQuantum vs. Classical Machine Learning: A Unified Empirical ComparisonpaperBeyond Adam: SOAP and Muon for Faster, Label-Efficient Training of Machine Learning Interatomic PotentialspaperTandem Reinforcement Learning with Verifiable RewardspaperMaking Sense of Touch from the Child's View for Contrastive LearningpaperWhat Images Cannot Say: Language-Guided Olfactory Representation LearningpaperDeep Learning for Joint Narrowband Interference Cancellation and Soft Demodulation in OFDM SystemspaperRobustness of Deep Learning Models for PV Power Forecasting under NWP Forecast Errors: A Spatiotemporal and Physically Interpretable AnalysispaperUnderstanding the Robustness of Distributed Self-Supervised Learning Frameworks Against Non-IID DatapaperMPFlow: Learning Budgeted Max-Flow Optimization on the Lightning Network with Deep Graph Reinforcement LearningpaperInvariant Learning Dynamics of Transformers in Inductive Reasoning TaskspaperA Learning-Rate-Gated Failure of GRPO in a Small Language and Vision-Language Model Web Agent: A Controlled Null and Its MechanismpaperMachine Learning for Depression Screening and Intervention: an Original Circadian Rhythm Score-based MethodologypaperAction-Factored Multi-Agent Reinforcement Learning for Scalable Quantum Device TuningpaperFrom Sinhala to Dhivehi: Cross-Lingual Transfer Learning for Low-Resource Speech RecognitionpaperBeyond Sparse Supervision: Diffusion-Guided Learning for Few-Shot Graph Fraud DetectionpaperSEED: Self-Evolving On-Policy Distillation for Agentic Reinforcement LearningpaperRTS Smoother-Guided Learning of Physics-Based Neural Differential ModelspaperLearning in Infinitesimal Non-Compositional SketchespaperMultimodal Semantic-Aware Contrastive Learning For False Negative Mitigation in 3D Medical ImagingpaperAlphaWiSE: Adaptive Weight Interpolation for Continual Multimodal Representation LearningpaperSUFLECA: Scaling Up Feature Learning for CAD-to-image AlignmentpaperU-shaped Multi-granularity Learning for Vision-Language ModelspaperMulti-Axis Max@K Reinforcement Learning for Representative Diversity in Text-to-Image GenerationpaperDINE: Distance Is Not Enough -- Learning Global Deformation Priors for Robust Soft-Tissue Point Cloud RegistrationpaperFrequency-Structured Field Learning for Light-Field Disparity EstimationpaperBeyond the Expressivity-Trainability Paradox: A Dynamical Lie Algebra Perspective on Navigating Barren Plateaus in Quantum Machine LearningpaperStructural-Semantic Reciprocal Learning for Unsupervised Visible-Infrared Person Re-IdentificationpaperRegularized Reward-Punishment Reinforcement LearningpaperAutomatic Thematic Indexing of Large Literary Corpora: A Machine Learning Approach to Voltaire's Complete WorkspaperLearning Complementary Action Modeling from Automotive Maintenance InstructionspaperLearning to Select, Not Relearn: Hard-Routed Mixtures of Reasoning LoRAspaperTime-Lag-Aware Deep Reinforcement Learning for Flexible Job-Shop Scheduling in PPVC Module FactoriespaperBackbone-Agnostic Perturbation-Induced Uncertainty Learning for End-to-End Real-World Image DehazingpaperTowards Explainable Adjudicative Variance: Quantifying Judicial Discretion via Gated Multi-Task LearningpaperAttention Limited Reward Learning
Implements (incoming)
Related across the graph
paperHigh-Resolution Flood Mapping With Sentinel-1 and Sentinel-2 via Misalignment-Robust Cross-Sensor Learning and Generative DespecklingpaperTabPATE: Differentially Private Tabular In-Context Learning Without Public DatapaperLIME: Learning Intent-aware Camera Motion from Egocentric VideopaperU-shaped Multi-granularity Learning for Vision-Language ModelspaperAlphaWiSE: Adaptive Weight Interpolation for Continual Multimodal Representation LearningpaperEntropy-Constrained Machine Learning with Residual Data Augmentation for Modeling Chemical KineticspaperSecure Decentralized Federated Learning via Gossip and Virtual VotingpaperSP-CACW: Convergence-Aware Client Weighting for Selfish Personalized LearningpaperMachine Learning for Depression Screening and Intervention: an Original Circadian Rhythm Score-based MethodologypaperMitigating Positional Leakage in 3D Masked Autoencoders for Robust Representation LearningpaperSUFLECA: Scaling Up Feature Learning for CAD-to-image AlignmentpaperToward an Energy-Optimized Operation of Data Centers Located in Wind Farms Using Reinforcement LearningpaperEvolution Fine-Tuning: Learning to Discover Across 371 Optimization TaskspaperWat3R: Underwater 3D Geometry Learning without AnnotationspaperFLORA: 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 SegmentationpaperFedLAB: Traceable Semantic Codebooks for Federated Multimodal Graph Foundation LearningpaperMetaPerch: Learning from metadata for bioacoustics foundation modelspaperLearning 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 DecompositionpaperProvable learning separation for predicting time-evolution of quantum many-body systemspaperImproving LLM-Generated Process Model Quality Through Reinforcement Learning: The Role of Reward Function DesignpaperHuman-Machine Collaboration on Generative Meta-Learning: Model and AlgorithmpaperToken-Sparse Medical Multimodal Reasoning via Dual-Stream Reinforcement LearningpaperLinkify: Learning from Interface-Augmented Assembly GraphspaperStructural-Semantic Reciprocal Learning for Unsupervised Visible-Infrared Person Re-IdentificationpaperNeuron-Aware Active Few-Shot Learning for LLMspaperLearning to Evolve Scenes: Reasoning about Human Activities with Scene GraphspaperLearning from Reliable Latent Prompts for Visual Recognition with Missing ModalitiespaperXRFormer: Multiscale Tokenization for XRF Representation LearningpaperUsing AI-based Learning Assistants in Higher Education: A Large-Scale Descriptive AnalysispaperReinforcement Learning with Metacognitive Feedback Elicits Faithful Uncertainty Expression in LLMspaperBlockPilot: Instance-Adaptive Policy Learning for Diffusion-based Speculative DecodingpaperMetric-Guided Synthetic Image Data Rendering for Deep Learning compatible with Agentic AImodeldeepseek-ai/DeepSeek-V3paperVisually Grounded Self-Reflection for Vision-Language Models via Reinforcement LearningpaperLearning in Infinitesimal Non-Compositional SketchespaperScalable Perturbation Learning for Online Self-Supervised Echo State NetworkspaperConstraint-Aware Aggregation for Federated Reinforcement Learning in Microgrid Energy CoordinationpaperSelf-Study Reconsidered: The Hidden Fragility of Learning from Self-Generated QApaperGAIA: Geometry-Adaptive Operator Learning for Forward and Inverse ProblemspaperPhysics-Informed Neural Network with Transfer Learning for State Estimation in Lithium-Ion Batteries using the Single Particle Model with ElectrolytepaperPhysiFormer: Learning to Simulate Mechanics in World SpacepaperSteering Optimisation Trajectories in Diffusion Representation LearningpaperMARVEL: Margin-Aware Robust von Mises-Fischer Expert Learning for Long-Tailed Out-of-Distribution DetectionpaperTabPack: Efficient Hyperparameter Ensembles for Tabular Deep LearningpaperA 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 DatasetspaperActive Offline-to-Online Reinforcement LearningpaperSpectral Stability of Pseudoinverse-Based Extreme Learning MachinepaperAction-Factored Multi-Agent Reinforcement Learning for Scalable Quantum Device TuningpaperALICE: Learning a General-Purpose Pathology Foundation Model from Vision, Vision-Language, and Slide-Level ExpertspaperMulti-Axis Max@K Reinforcement Learning for Representative Diversity in Text-to-Image GenerationpaperRegularized Reward-Punishment Reinforcement LearningpaperAutomatic Thematic Indexing of Large Literary Corpora: A Machine Learning Approach to Voltaire's Complete WorkspaperLearning-based Probabilistic Load Forecasting with Post-hoc and In-model UncertaintypaperSimple-to-Complex Structured Demonstrations for Vision-Language-Action LearningpaperDecompRL: Solving Harder Problems by Learning Modular Code GenerationpaperBackbone-Agnostic Perturbation-Induced Uncertainty Learning for End-to-End Real-World Image DehazingpaperTowards Explainable Adjudicative Variance: Quantifying Judicial Discretion via Gated Multi-Task LearningpaperDeep Multitask Learning for Mixed-Type Outcomes with Shared SparsitypaperData-Efficient Deep Learning: Empirical Guidelines for Training Set Size Estimation in Inertial Sensor ClassificationpaperStaged Hybridisation for Visual Quantum Reinforcement Learning via Knowledge DistillationpaperFreeform Preference Learning for Robotic ManipulationpaperLearning Complementary Action Modeling from Automotive Maintenance InstructionspaperLearning Topology-Aware Representations via Test-Time Adaptation for Anomaly SegmentationpaperSIVA-RL: Sensitivity-Invariance Visual Alignment for Multimodal Reinforcement LearningpaperUnderstanding the Robustness of Distributed Self-Supervised Learning Frameworks Against Non-IID DatapaperLearning to Select, Not Relearn: Hard-Routed Mixtures of Reasoning LoRAspaperQuantum vs. Classical Machine Learning: A Unified Empirical ComparisonpaperMPFlow: Learning Budgeted Max-Flow Optimization on the Lightning Network with Deep Graph Reinforcement LearningpaperBeyond Adam: SOAP and Muon for Faster, Label-Efficient Training of Machine Learning Interatomic PotentialspaperTandem Reinforcement Learning with Verifiable RewardspaperAttention Limited Reward LearningpaperSEED: Self-Evolving On-Policy Distillation for Agentic Reinforcement LearningpaperFrequency-Structured Field Learning for Light-Field Disparity EstimationpaperMaking Sense of Touch from the Child's View for Contrastive LearningpaperWhat Images Cannot Say: Language-Guided Olfactory Representation LearningpaperTime-Lag-Aware Deep Reinforcement Learning for Flexible Job-Shop Scheduling in PPVC Module FactoriespaperInvariant Learning Dynamics of Transformers in Inductive Reasoning TaskspaperA Learning-Rate-Gated Failure of GRPO in a Small Language and Vision-Language Model Web Agent: A Controlled Null and Its MechanismpaperFrom Sinhala to Dhivehi: Cross-Lingual Transfer Learning for Low-Resource Speech RecognitionpaperDINE: Distance Is Not Enough -- Learning Global Deformation Priors for Robust Soft-Tissue Point Cloud RegistrationpaperDeep4ge: DNN Training Trajectories for Fault Detection and Diagnosismodeldeepseek-ai/DeepSeek-OCRpaperBeyond the Expressivity-Trainability Paradox: A Dynamical Lie Algebra Perspective on Navigating Barren Plateaus in Quantum Machine LearningpaperBeyond Sparse Supervision: Diffusion-Guided Learning for Few-Shot Graph Fraud DetectionnewsGoogle DeepMind and A24 announce first-of-its-kind research partnershippaperDeep Learning for Joint Narrowband Interference Cancellation and Soft Demodulation in OFDM SystemspaperRobustness of Deep Learning Models for PV Power Forecasting under NWP Forecast Errors: A Spatiotemporal and Physically Interpretable AnalysispaperA Lightweight Self-Supervised Learning Framework for Multivariate Time Series using Hierarchical-JEPA on ECG Datanews[D] Looking for Machine Learning / Deep Learning Final Year Project Ideas[D]paperRTS Smoother-Guided Learning of Physics-Based Neural Differential ModelsnewsTransformers in Deep Learning: How Self-Attention Changed Modern AI - SnowflakepaperMultimodal Assessment of Pancreatic Cancer Resectability Using Deep Learning