Latest Research in Machine Learning

49 research papers · 0.2 average citations · 2026 median publication year

Top Research Topics in Machine Learning

Highest-Cited Papers

  1. Cohesin acts as a transcriptional gatekeeper by restraining pause–release to promote processive elongation (4 citations)
  2. On the use of variational autoencoders for biomedical data integration (1 citations)
  3. Conformational asymmetry of replicated human chromosomes (3 citations)
  4. scProtoTransformer: Scalable reference mapping across molecules, cells, and donors (1 citations)
  5. When models choose metrics: Hidden geometry in computational biology
  6. A Real‐Data‐Driven Framework for Evaluating Differential Transcript Usage Methods Across Long‐Read Bulk, Single‐Cell, and Spatial Transcriptomics
  7. Dynamic Generalized Gromov-Wasserstein Optimal Transport
  8. CellRFT: Reinforcement Fine-Tuning for Single-Cell Perturbation Modeling
  9. N6-Methyladenosine RNA Modifications Influence the Stability of FUS-Dependent Biological Condensate Formation
  10. Cohesin reshapes replication fork contacts to aid fork slowing and reversal
  11. Regulation of TIPIN and replication fork dynamics by USP37
  12. Three-dimensional chromatin architecture is rapidly restored after DNA replication
  13. Structural principles underlying the evolution of SWI/SNF chromatin remodelers
  14. Unique Molecular Identifiers Don’t Need to be Unique: A Collision-Aware Estimator for RNA-Seq Quantification
  15. A Spectral Decomposition Framework for Multiscale Nonlinear Dimensionality Reduction
  16. A Unified Framework of the Seonggil Field Equations and HJB Tensor PDEs for High-Dimensional Gene Regulatory Networks via scRNA-seq Integration
  17. A Unified Framework of the Seonggil Field Equations and HJB Tensor PDEs for High-Dimensional Gene Regulatory Networks via scRNA-seq Integration
  18. SimCP-NS: Similarity-based Copy Paste for Semi-Supervised 3D EM Neuron Segmentation
  19. Towards a knowledge-enhanced single-cell foundation model
  20. Bayesian inference of gene regulatory networks at stochastic steady state
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L3 Region - - 2026 Sep Q3

Machine Learning

49 papers
0.2 avg cites

Top Topics (10)

Machine Learning7
Genomics and Chromatin Dynamics7
Single-cell and spatial transcriptomics6
Gene Regulatory Network Analysis4
DNA Repair Mechanisms3
Advanced Electron Microscopy Techniques and Applications2
Bioinformatics and Genomic Networks1
RNA modifications and cancer1
Microtubule and mitosis dynamics1
Ubiquitin and proteasome pathways1

Top Publications (20)

1.Cohesin acts as a transcriptional gatekeeper by restraining pause–release to promote processive elongation4c2.On the use of variational autoencoders for biomedical data integration1c3.Conformational asymmetry of replicated human chromosomes3c4.scProtoTransformer: Scalable reference mapping across molecules, cells, and donors1c5.When models choose metrics: Hidden geometry in computational biology6.A Real‐Data‐Driven Framework for Evaluating Differential Transcript Usage Methods Across Long‐Read Bulk, Single‐Cell, and Spatial Transcriptomics7.Dynamic Generalized Gromov-Wasserstein Optimal Transport8.CellRFT: Reinforcement Fine-Tuning for Single-Cell Perturbation Modeling9.N6-Methyladenosine RNA Modifications Influence the Stability of FUS-Dependent Biological Condensate Formation10.Cohesin reshapes replication fork contacts to aid fork slowing and reversal11.Regulation of TIPIN and replication fork dynamics by USP3712.Three-dimensional chromatin architecture is rapidly restored after DNA replication13.Structural principles underlying the evolution of SWI/SNF chromatin remodelers14.Unique Molecular Identifiers Don’t Need to be Unique: A Collision-Aware Estimator for RNA-Seq Quantification15.A Spectral Decomposition Framework for Multiscale Nonlinear Dimensionality Reduction16.A Unified Framework of the Seonggil Field Equations and HJB Tensor PDEs for High-Dimensional Gene Regulatory Networks via scRNA-seq Integration17.A Unified Framework of the Seonggil Field Equations and HJB Tensor PDEs for High-Dimensional Gene Regulatory Networks via scRNA-seq Integration18.SimCP-NS: Similarity-based Copy Paste for Semi-Supervised 3D EM Neuron Segmentation19.Towards a knowledge-enhanced single-cell foundation model20.Bayesian inference of gene regulatory networks at stochastic steady state
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