Latest Research in Generative Adversarial Networks and Image Synthesis

100 research papers · 2026 median publication year

Top Research Topics in Generative Adversarial Networks and Image Synthesis

Highest-Cited Papers

  1. FuzzPrismEdge: dynamic resource allocation in edge AI via context-aware fuzzy gating
  2. ModNet-Flat: A Self-Growing Layer-Free Recurrent Network for Universal Computation An evolutionary framework that discovers structure from first principles
  3. Recursive Projection Dynamics of Neural Representations: Geometry, Dimensionality, and Task Information
  4. Green-ELM: Efficient Analytic Learning via High-Dimensional Random Projections
  5. Building a Neural Network from Scratch: Implementation, Evaluation, and Optimization
  6. Quantization robustness from dense representations of sparse functions in high-capacity kernel associative memory
  7. Auditing Fairness Reliability in Tabular In-Context Learning: Composition-Matched Controls and Practical Severity
  8. FCx: An algorithm for finding Feasible Counterfactual Explanations
  9. FPGA-Based Fault-Tolerant Median Denoising Architecture for Impulse Noise Removal in Digital Images
  10. FPGA-Based Fault-Tolerant Median Denoising Architecture for Impulse Noise Removal in Digital Images
  11. Causal Inference with Video Features as Treatments
  12. SAM-on-the-Curve: Sharpness-Aware Mode Connectivity for Robust Weight-Space Interpolation
  13. NObSP: Functional Decomposition of Neural Networks via Oblique Subspace Projections
  14. Sanity Checking Causal Representation Learning on a Simple Real-World System
  15. Structured Features Overfit Where Random Features Grok
  16. When Should a World Model Move? Loss-Conditioned State Execution
  17. Optimal Pruning for Neural Architectures using Fisher Information Distances
  18. Sharp Closure Thresholds for Two-Hidden-Layer ReLU Networks
  19. Sharp Closure Thresholds for Two-Hidden-Layer ReLU Networks
  20. A Question Worth Answering: What Would a Neural Network Preserve?
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L3 Region - - 2026 Sep Q3

Generative Adversarial Networks and Image Synthesis

100 papers

Top Topics (10)

Machine Learning44
Generative Adversarial Networks and Image Synthesis6
Artificial Intelligence5
Machine Learning5
Neural and Evolutionary Computing4
Image and Signal Denoising Methods3
Neural Networks and Applications3
Advanced Graph Neural Networks2
Sport Psychology and Performance2
Artificial Intelligence in Healthcare and Education2

Top Publications (20)

1.FuzzPrismEdge: dynamic resource allocation in edge AI via context-aware fuzzy gating2.ModNet-Flat: A Self-Growing Layer-Free Recurrent Network for Universal Computation An evolutionary framework that discovers structure from first principles3.Recursive Projection Dynamics of Neural Representations: Geometry, Dimensionality, and Task Information4.Green-ELM: Efficient Analytic Learning via High-Dimensional Random Projections5.Building a Neural Network from Scratch: Implementation, Evaluation, and Optimization6.Quantization robustness from dense representations of sparse functions in high-capacity kernel associative memory7.Auditing Fairness Reliability in Tabular In-Context Learning: Composition-Matched Controls and Practical Severity8.FCx: An algorithm for finding Feasible Counterfactual Explanations9.FPGA-Based Fault-Tolerant Median Denoising Architecture for Impulse Noise Removal in Digital Images10.FPGA-Based Fault-Tolerant Median Denoising Architecture for Impulse Noise Removal in Digital Images11.Causal Inference with Video Features as Treatments12.SAM-on-the-Curve: Sharpness-Aware Mode Connectivity for Robust Weight-Space Interpolation13.NObSP: Functional Decomposition of Neural Networks via Oblique Subspace Projections14.Sanity Checking Causal Representation Learning on a Simple Real-World System15.Structured Features Overfit Where Random Features Grok16.When Should a World Model Move? Loss-Conditioned State Execution17.Optimal Pruning for Neural Architectures using Fisher Information Distances18.Sharp Closure Thresholds for Two-Hidden-Layer ReLU Networks19.Sharp Closure Thresholds for Two-Hidden-Layer ReLU Networks20.A Question Worth Answering: What Would a Neural Network Preserve?
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