paperarXivTrust 82 · PrimaryPublished 1mo agoLive · 1mo ago

Human-Machine Collaboration on Generative Meta-Learning: Model and Algorithm

Generalizing machine learning models to environments that differ from their training distribution remains a critical hurdle, particularly when data from the target domain is entirely or partially unavailable. We propose Generative Meta-Learning with Human Feedback (GMHF), a novel framework that bridges this domain gap by leveraging expert intuition to guide data synthesis. Grounded in a theoretical analysis of generalization error, we derive bounds demonstrating that aligning the distribution of generated data with human beliefs regarding the target physics significantly mitigates risk. GMHF o

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.

LinkedLinked via unknownFrom virtual experiments to biomedical insight with synthetic data →
PossiblePossibly related (embedding) · 48%ai-collection/ai-collection →
PossiblePossibly related (embedding) · 45%Anti-Causal Domain Generalization: Leveraging Unlabeled Data - Apple Machine Learning Research →
PossiblePossibly related (embedding) · 46%luigibonati/mlcolvar →
FuzzySimilar title/name (fuzzy) · 84%GoogleCloudPlatform/generative-ai →
“Fuzzy title match (0.92): “Human-Machine Collaboration on Generative Meta-Learning: Mod” ≈ “GoogleCloudPlatform/generative-ai””
FuzzySimilar title/name (fuzzy) · 66%stefan-jansen/machine-learning-for-trading →
“Fuzzy title match (0.78): “Human-Machine Collaboration on Generative Meta-Learning: Mod” ≈ “stefan-jansen/machine-learning-for-trading””
FuzzySimilar title/name (fuzzy) · 66%DataTalksClub/machine-learning-zoomcamp →
“Fuzzy title match (0.78): “Human-Machine Collaboration on Generative Meta-Learning: Mod” ≈ “DataTalksClub/machine-learning-zoomcamp””
FuzzySimilar title/name (fuzzy) · 59%EthicalML/awesome-production-machine-learning →
“Fuzzy title match (0.73): “Human-Machine Collaboration on Generative Meta-Learning: Mod” ≈ “EthicalML/awesome-production-machine-learning””

Covers

newsFrom virtual experiments to biomedical insight with synthetic data

Implements (incoming)

repoai-collection/ai-collection repoluigibonati/mlcolvar repoGoogleCloudPlatform/generative-ai repostefan-jansen/machine-learning-for-trading repoDataTalksClub/machine-learning-zoomcamp repoEthicalML/awesome-production-machine-learning repoaymericdamien/TopDeepLearning reporasbt/python-machine-learning-book reposteven2358/awesome-generative-ai

Covers (incoming)

newsAnti-Causal Domain Generalization: Leveraging Unlabeled Data - Apple Machine Learning Research newsDiffusion Models: The Deep Learning Architecture Behind Modern Generative AI - Snowflake

Related across the graph

newsDiffusion Models: The Deep Learning Architecture Behind Modern Generative AI - Snowflake repoGoogleCloudPlatform/generative-ai repostefan-jansen/machine-learning-for-trading reporasbt/python-machine-learning-book newsFrom virtual experiments to biomedical insight with synthetic data repoluigibonati/mlcolvar repoai-collection/ai-collection newsAnti-Causal Domain Generalization: Leveraging Unlabeled Data - Apple Machine Learning Research repoaymericdamien/TopDeepLearning repoDataTalksClub/machine-learning-zoomcamp repoEthicalML/awesome-production-machine-learning reposteven2358/awesome-generative-ai

Topics

cs.AI