Latest Research in Statistical Learning Theory

Top Research Topics in Statistical Learning Theory

• Machine Learning — 411 papers
• Computer Vision and Pattern Recognition — 115 papers
• Methodology — 83 papers
• Machine Learning — 82 papers
• Artificial Intelligence — 32 papers
• Remote-Sensing Image Classification — 27 papers
• Neural and Evolutionary Computing — 26 papers
• Advanced Memory and Neural Computing — 25 papers
• Statistics Theory — 24 papers
• Advanced Graph Neural Networks — 20 papers

Highest-Cited Papers

1. The Cosine Drainage Theorem: A Rank-One Proof and a Cross-Family Conjecture for Embedded Non-Regular Graphs (5 citations)
2. A More Precise Elbow Method For Optimum K-means Clustering (7 citations)
3. Multi-resolution enhancement for full-spectrum neural representations (2 citations)
4. Residual distribution predictive systems (1 citations)
5. Few-shot neuromorphic vision in a nonlinear photonic network laser (2 citations)
6. Conformal prediction for multi-label learning: a review of methods and guarantees (1 citations)
7. Recommendations for visual predictive checks in Bayesian workflow (1 citations)
8. MOUFLON: multi-group modularity-based fairness-aware community detection (1 citations)
9. A spiking neural network-in-logic architecture based on reconfigurable molybdenum disulfide dual-gate transistors with ferroelectric gating (1 citations)
10. Which Backbone Picks Which Wordification? A Factorial Study of Topic-Model Families on Hyperspectral Imagery (24 citations)
11. Beyond Accuracy: A Multi-Axis Evaluation Framework for Interpretable Topic Models on Hyperspectral Imagery (24 citations)
12. Post-hoc Interpretability of LDA on Hyperspectral Imagery: SHAP Attributions, Counterfactual Topic Flips, and LLM-judge Alignment under Token-Mass-Dispersion Asymmetry (25 citations)
13. Robust image dehazing based on low-rank and sparse decomposition of the degree of polarization
14. FuzzPrismEdge: dynamic resource allocation in edge AI via context-aware fuzzy gating
15. Biomimetic Spiking Neural Graph Dynamics: Neuromorphic Memory Consolidation and Neurotransmitter Modulation in Autonomous Cognitive Operating Systems
16. Unpaired mural-baimiao generation via gradient-frequency decoupling and structure-guided synergistic attention
17. Beyond Accuracy: A Multi-Axis Evaluation Framework for Interpretable Topic Models on Hyperspectral Imagery (24 citations)
18. Biomimetic Spiking Neural Graph Dynamics: Neuromorphic Memory Consolidation and Neurotransmitter Modulation in Autonomous Cognitive Operating Systems
19. Zulfia Laws of Statistical Estimation: Φ-Force Over Information Curvature
20. Zulfia Laws of Statistical Estimation: Φ-Force Over Information Curvature

Sub-Regions

• Conformal Predictive Learning — 312 papers
• Graph Topology Learning — 277 papers
• Neuromorphic Hardware Computing — 269 papers
• Bayesian Latent Modeling — 256 papers
• Stochastic Optimization Dynamics — 192 papers
• Visual Fidelity Synthesis — 121 papers
• Latent Diffusion Restoration — 91 papers
• Hyperspectral Remote Sensing — 84 papers