Latest Research in Machine Learning

19 research papers · 2026 median publication year

Top Research Topics in Machine Learning

Highest-Cited Papers

  1. GraFine: Retrieval-Time Refinement for Efficient Graph RAG over Corpus Graphs
  2. FITTER: Vocabulary-Agnostic Cross-Domain Inference on Temporal Knowledge Graphs
  3. GeoBenchLLM: A Comprehensive Benchmark for Evaluating LLMs on Geo-Related Tasks
  4. LiFTER: A Grounded Neuro-Symbolic Microscope for Continuous-Time Dynamic Graph Forecasting
  5. OPERA: Operator-residual feedback for reliable autonomous optical experiments with language-model agents
  6. UG-UMRE: Uncertainty-Guided Modality Augmentation and Distributional Calibration for Unified Multimodal Relation Extraction
  7. When Modalities Remember: Continual Learning for Multimodal Knowledge Graphs
  8. CountTRuCoLa: Rule Learning for Interpretable Temporal Knowledge Graph Forecasting
  9. The First EgoCross Challenge at EgoVis 2026: Cross-Domain Egocentric Video Question Answering
  10. Abstract Event Causal Rules: Induction and Application
  11. OntoTKGE: Ontology-Enhanced Temporal Knowledge Graph Extrapolation
  12. IRIS: Reusable Identity Representations from Frozen LLMs for Entity Alignment
  13. PAP_NER: A large-scale vietnamese administrative named entity recognition corpus and hybrid deep learning architecture
  14. Fuzzy feature cluster-based approaches for discovering spatial high-utility co-location patterns
  15. Mining Sustained Emerging Spatio-Temporal Co-occurrence Patterns from Dynamic Spatial Databases
  16. MA-DAR: Manifold-Aligned Dynamic Adaptive Routing for Continual Temporal Knowledge Graph Reasoning
  17. Reachability-Aware Pretraining for Efficient Target-Oriented Path Exploration in Temporal Knowledge Graph Reasoning
  18. GAttNHP: Group Attention Neural Hawkes Process for Extrapolation Reasoning in Temporal Knowledge Graphs
  19. Temporal-Weighted Transfer Network for Knowledge Graph Extrapolation
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2026 AUG Q2

Machine Learning

19 papers

Top Topics (9)

Artificial Intelligence7
Machine Learning3
Computer Vision and Pattern Recognition2
Computation and Language2
Information Retrieval1
Topic Modeling1
Advanced Clustering Algorithms Research1
Data Management and Algorithms1
Advanced Graph Neural Networks1

Top Publications (19)

1.GraFine: Retrieval-Time Refinement for Efficient Graph RAG over Corpus Graphs2.FITTER: Vocabulary-Agnostic Cross-Domain Inference on Temporal Knowledge Graphs3.GeoBenchLLM: A Comprehensive Benchmark for Evaluating LLMs on Geo-Related Tasks4.LiFTER: A Grounded Neuro-Symbolic Microscope for Continuous-Time Dynamic Graph Forecasting5.OPERA: Operator-residual feedback for reliable autonomous optical experiments with language-model agents6.UG-UMRE: Uncertainty-Guided Modality Augmentation and Distributional Calibration for Unified Multimodal Relation Extraction7.When Modalities Remember: Continual Learning for Multimodal Knowledge Graphs8.CountTRuCoLa: Rule Learning for Interpretable Temporal Knowledge Graph Forecasting9.The First EgoCross Challenge at EgoVis 2026: Cross-Domain Egocentric Video Question Answering10.Abstract Event Causal Rules: Induction and Application11.OntoTKGE: Ontology-Enhanced Temporal Knowledge Graph Extrapolation12.IRIS: Reusable Identity Representations from Frozen LLMs for Entity Alignment13.PAP_NER: A large-scale vietnamese administrative named entity recognition corpus and hybrid deep learning architecture14.Fuzzy feature cluster-based approaches for discovering spatial high-utility co-location patterns15.Mining Sustained Emerging Spatio-Temporal Co-occurrence Patterns from Dynamic Spatial Databases16.MA-DAR: Manifold-Aligned Dynamic Adaptive Routing for Continual Temporal Knowledge Graph Reasoning17.Reachability-Aware Pretraining for Efficient Target-Oriented Path Exploration in Temporal Knowledge Graph Reasoning18.GAttNHP: Group Attention Neural Hawkes Process for Extrapolation Reasoning in Temporal Knowledge Graphs19.Temporal-Weighted Transfer Network for Knowledge Graph Extrapolation
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