Latest Research in Optimization and Control

23 research papers · 2026 median publication year

Top Research Topics in Optimization and Control

Highest-Cited Papers

  1. Stop-and-Go Distractions: Measuring the Effects of Fragmented Inputs on Recurrent Networks
  2. The Evolution of Vision Transformers: A Multi‐Dimensional Analysis of Architectural Innovation and Application Domains
  3. Gauss-Newton drifting extends natural gradient descent
  4. CAT-GS: Balanced Multimodal Learning via Calibrated Gating and Fusion Surgery
  5. Published Unlearning Numbers Move Per Checkpoint, and Not Because the Removed Data Survives: An Audit of 263 Released Batch-Normalized Checkpoints
  6. Particle GFlowNets: Rethinking Generative Marginalization Models
  7. Certified Topological Interaction in Neural Representations: Class Disentanglement Is Mostly Pairwise
  8. Block-Wise Differentiable Sinkhorn Attention: Tail-Refinement Gradients with a Gap-Aware Dustbin Bridge
  9. Mind the Approximation: Fisher-Weighted SVD Compression for ViTs
  10. When Can Conditional Flow Matching Replace Pointwise Negative Log-Likelihood?
  11. DDPM Score Matching and Distribution Learning
  12. Learning Parametric Monotone Games
  13. Can LLMs Design Video Coding Tools? A Case Study on Planar Mode
  14. On the Reliability of Generative Augmentation: A Wasserstein-Based Theoretical and Empirical Study
  15. The Artificial Experimentalist: Discovery and Control of Self-Organizing Phenomena with Autotelic Reinforcement Learning
  16. The Geometric Mechanics of Contrastive Representation Learning: Alignment Potentials, Entropic Dispersion, and Cross-modal Divergence
  17. Algorithmic Simplification for Million-Vertex Diffusion History Reconstruction
  18. Parameter Efficient Continual Learning for Sparse Event-Based Transformers
  19. Complexity Induction: Compositional Generalization via Structured Training Distortion
  20. CrossMambaTuning: Synergistic Spatial and Cross-Layer Adaptation for Machine Vision Compression
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L3 Region - - 2026 Sep Q3

Optimization and Control

23 papers

Top Topics (10)

Machine Learning7
Computer Vision and Pattern Recognition5
Optimization and Control2
Artificial Intelligence2
Machine Learning2
Personal Information Management and User Behavior1
Advanced Neural Network Applications1
Multimedia1
Social and Information Networks1
Advanced Data Compression Techniques1

Top Publications (20)

1.Stop-and-Go Distractions: Measuring the Effects of Fragmented Inputs on Recurrent Networks2.The Evolution of Vision Transformers: A Multi‐Dimensional Analysis of Architectural Innovation and Application Domains3.Gauss-Newton drifting extends natural gradient descent4.CAT-GS: Balanced Multimodal Learning via Calibrated Gating and Fusion Surgery5.Published Unlearning Numbers Move Per Checkpoint, and Not Because the Removed Data Survives: An Audit of 263 Released Batch-Normalized Checkpoints6.Particle GFlowNets: Rethinking Generative Marginalization Models7.Certified Topological Interaction in Neural Representations: Class Disentanglement Is Mostly Pairwise8.Block-Wise Differentiable Sinkhorn Attention: Tail-Refinement Gradients with a Gap-Aware Dustbin Bridge9.Mind the Approximation: Fisher-Weighted SVD Compression for ViTs10.When Can Conditional Flow Matching Replace Pointwise Negative Log-Likelihood?11.DDPM Score Matching and Distribution Learning12.Learning Parametric Monotone Games13.Can LLMs Design Video Coding Tools? A Case Study on Planar Mode14.On the Reliability of Generative Augmentation: A Wasserstein-Based Theoretical and Empirical Study15.The Artificial Experimentalist: Discovery and Control of Self-Organizing Phenomena with Autotelic Reinforcement Learning16.The Geometric Mechanics of Contrastive Representation Learning: Alignment Potentials, Entropic Dispersion, and Cross-modal Divergence17.Algorithmic Simplification for Million-Vertex Diffusion History Reconstruction18.Parameter Efficient Continual Learning for Sparse Event-Based Transformers19.Complexity Induction: Compositional Generalization via Structured Training Distortion20.CrossMambaTuning: Synergistic Spatial and Cross-Layer Adaptation for Machine Vision Compression
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