Latest Research in Machine Learning

176 research papers · 2026 median publication year

Top Research Topics in Machine Learning

Highest-Cited Papers

  1. DSC-PR: dynamic short-chain scheduling with projected relay for non-IID federated medical image classification
  2. Impact of Adversarial Attacks on Robust Cancer Detection in Medical Images using Improved Optimization-based Adaptive Multi-Scale ShuffleNetV2
  3. Evaluating Large Language Models for Symbolic Security Protocol Analysis
  4. FakeMark: gradient-guided false watermark claims via robust feature fusion
  5. Co-VLA: Consensus-based Federated Training for Vision-Language-Action Models
  6. Fast Preemptive Robustification: High-Frequency Response Anti-Aligns Shared Vulnerability
  7. PatchyBFT: Automating Diversification of Fault-Tolerant Systems using LLMs
  8. Large Language Models as Falsifiers for Cyber-Physical Systems
  9. Perturbing the Phase: Analyzing Adversarial Robustness of Complex-Valued Neural Networks
  10. Exploring Sparsity and Smoothness of Arbitrary Lp Norms in Adversarial Attacks
  11. Federated Learning Framework for Privacy-Preserving Kidney Stone Detection
  12. How Often Does Your Program Fail?
  13. Compact Vision Models for Iris Presentation Attack Detection under Presentation Attack Instrument Shift and Environmental Degradation
  14. Multi-center Medical Data Mining with FL-Net - A One-stop Shop for Federated Learning
  15. SoK: Reconstruction Attacks on Synthetic Tabular Data (Insights from Winning the NIST CRC)
  16. FedBCFA: a boundary-constrained feature alignment federated learning framework for multi-center breast MRI classification
  17. Stealthy in Semantics, Antagonistic in Space: Attacking Visible-Infrared Object Detectors via Object-Level Misalignment
  18. Reliable learning in challenging environments
  19. AIJon: Automated Generation of Annotations for Fuzzing
  20. Position Matters: Feature Inversion Attacks in ViT Split Inference with Token Reduction and Shuffling
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L3 Region - - 2026 Sep Q3

Machine Learning

176 papers

Top Topics (10)

Cryptography and Security39
Machine Learning37
Computer Vision and Pattern Recognition18
Adversarial Robustness in Machine Learning16
Software Engineering8
Privacy-Preserving Technologies in Data6
Software Testing and Debugging Techniques5
Security and Verification in Computing5
Artificial Intelligence4
Computation and Language4

Top Publications (20)

1.DSC-PR: dynamic short-chain scheduling with projected relay for non-IID federated medical image classification2.Impact of Adversarial Attacks on Robust Cancer Detection in Medical Images using Improved Optimization-based Adaptive Multi-Scale ShuffleNetV23.Evaluating Large Language Models for Symbolic Security Protocol Analysis4.FakeMark: gradient-guided false watermark claims via robust feature fusion5.Co-VLA: Consensus-based Federated Training for Vision-Language-Action Models6.Fast Preemptive Robustification: High-Frequency Response Anti-Aligns Shared Vulnerability7.PatchyBFT: Automating Diversification of Fault-Tolerant Systems using LLMs8.Large Language Models as Falsifiers for Cyber-Physical Systems9.Perturbing the Phase: Analyzing Adversarial Robustness of Complex-Valued Neural Networks10.Exploring Sparsity and Smoothness of Arbitrary Lp Norms in Adversarial Attacks11.Federated Learning Framework for Privacy-Preserving Kidney Stone Detection12.How Often Does Your Program Fail?13.Compact Vision Models for Iris Presentation Attack Detection under Presentation Attack Instrument Shift and Environmental Degradation14.Multi-center Medical Data Mining with FL-Net - A One-stop Shop for Federated Learning15.SoK: Reconstruction Attacks on Synthetic Tabular Data (Insights from Winning the NIST CRC)16.FedBCFA: a boundary-constrained feature alignment federated learning framework for multi-center breast MRI classification17.Stealthy in Semantics, Antagonistic in Space: Attacking Visible-Infrared Object Detectors via Object-Level Misalignment18.Reliable learning in challenging environments19.AIJon: Automated Generation of Annotations for Fuzzing20.Position Matters: Feature Inversion Attacks in ViT Split Inference with Token Reduction and Shuffling
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