Methods › General › AutoML › MDL

Minimum Description Length

MDL

97 papers tagged archive 2025-07-28

archive 2025-07-28 Description, source and code snippet are the archive's method entry.

Papers archive 2025-07-28

30 shown of 97, newest first. Repository counts are the archive's code-links table. A Syntology line states what Syntology ran from that paper's harvested code; it is per sample and not a correctness claim.

• Bridging Predictive Coding and MDL: A Two-Part Code Framework for Deep Learning
  20 May 2025 · 0 repositories · arXiv:2505.14635
• A Minimum Description Length Approach to Regularization in Neural Networks
  19 May 2025 · 1 repository · arXiv:2505.13398
  Syntology ran 2 of 2 samples · 0 unverified
• A Theory of Machine Understanding via the Minimum Description Length Principle
  1 Apr 2025 · 0 repositories · arXiv:2504.00395
• A Materials Map Integrating Experimental and Computational Data via Graph-Based Machine Learning for Enhanced Materials Discovery
  10 Mar 2025 · 0 repositories · arXiv:2503.07378
• Comparative Analysis of MDL-VAE vs. Standard VAE on 202 Years of Gynecological Data
  25 Feb 2025 · 0 repositories · arXiv:2502.18412
• On Calibration in Multi-Distribution Learning
  18 Dec 2024 · 0 repositories · arXiv:2412.14142
• AdaptiveMDL-GenClust: A Robust Clustering Framework Integrating Normalized Mutual Information and Evolutionary Algorithms
  26 Nov 2024 · 0 repositories · arXiv:2412.05305
• Interpretability as Compression: Reconsidering SAE Explanations of Neural Activations with MDL-SAEs
  15 Oct 2024 · 0 repositories · arXiv:2410.11179
• Neural Networks Generalize on Low Complexity Data
  19 Sep 2024 · 0 repositories · arXiv:2409.12446
• MDL-Pool: Adaptive Multilevel Graph Pooling Based on Minimum Description Length
  16 Sep 2024 · 0 repositories · arXiv:2409.10263
• A Systematic Review of Intermediate Fusion in Multimodal Deep Learning for Biomedical Applications
  2 Aug 2024 · 0 repositories · arXiv:2408.02686
• Coding for Intelligence from the Perspective of Category
  1 Jul 2024 · 0 repositories · arXiv:2407.01017
• Crocodile: Cross Experts Covariance for Disentangled Learning in Multi-Domain Recommendation
  21 May 2024 · 0 repositories · arXiv:2405.12706
• Probabilistic Truly Unordered Rule Sets
  18 Jan 2024 · 1 repository · arXiv:2401.09918
• Skin cancer diagnosis using NIR spectroscopy data of skin lesions in vivo using machine learning algorithms
  2 Jan 2024 · 0 repositories · arXiv:2401.01200
• Distribution-Dependent Rates for Multi-Distribution Learning
  20 Dec 2023 · 0 repositories · arXiv:2312.13130
• Optimal Multi-Distribution Learning
  8 Dec 2023 · 0 repositories · arXiv:2312.05134
• Exploring the hierarchical structure of human plans via program generation
  30 Nov 2023 · 2 repositories · arXiv:2311.18644
• Bridging Algorithmic Information Theory and Machine Learning: A New Approach to Kernel Learning
  21 Nov 2023 · 0 repositories · arXiv:2311.12624
• Improved MDL Estimators Using Fiber Bundle of Local Exponential Families for Non-exponential Families
  7 Nov 2023 · 0 repositories · arXiv:2311.03852
• KG-MDL: Mining Graph Patterns in Knowledge Graphs with the MDL Principle
  22 Sep 2023 · 0 repositories · arXiv:2309.12908
• Decoupled Training: Return of Frustratingly Easy Multi-Domain Learning
  19 Sep 2023 · 0 repositories · arXiv:2309.10302
• Variational Density Propagation Continual Learning
  22 Aug 2023 · 0 repositories · arXiv:2308.11801
• A scoping review on multimodal deep learning in biomedical images and texts
  14 Jul 2023 · 0 repositories · arXiv:2307.07362
• Generating Parametric BRDFs from Natural Language Descriptions
  19 Jun 2023 · 1 repository · arXiv:2306.15679
• Perturbation-Based Two-Stage Multi-Domain Active Learning
  19 Jun 2023 · 0 repositories · arXiv:2306.10700
• The Whole Is Greater than the Sum of Its Parts: Improving Music Source Separation by Bridging Network
  13 May 2023 · 1 repository · arXiv:2305.07855
• Multi-Domain Learning From Insufficient Annotations
  4 May 2023 · 0 repositories · arXiv:2305.02757
• A Comprehensive and Versatile Multimodal Deep Learning Approach for Predicting Diverse Properties of Advanced Materials
  29 Mar 2023 · 0 repositories · arXiv:2303.16412
• Learning the Finer Things: Bayesian Structure Learning at the Instantiation Level
  8 Mar 2023 · 0 repositories · arXiv:2303.04339

Tasks archive 2025-07-28

20 shown of 101 tasks the archive attaches to papers tagged with this method, by distinct papers. A task without a page in the catalog is plain text.

Usage over time archive 2025-07-28

Components: the archive holds no method-to-method composition, so PwC's Components table cannot be rebuilt; the Papers list carries no Results column for the same reason (the archive does not join its leaderboard rows to method tags).

Categories archive 2025-07-28

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