Methods › General › Regularization › PGM
Probability Guided Maxout
PGM
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
A regularization criterion that, differently from dropout and its variants, is deterministic rather than random. It grounds on the empirical evidence that feature descriptors with larger L2-norm and highly-active nodes are strongly correlated to confident class predictions. Thus, the criterion guides towards dropping a percentage of the most active nodes of the descriptors, proportionally to the estimated class probability
Papers archive 2025-07-28
30 shown of 63, 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.
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Partition Generative Modeling: Masked Modeling Without Masks 24 May 2025 · 1 repository · arXiv:2505.18883Syntology ran 8 of 14 samples · 6 unverified
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Smooth optimization algorithms for global and locally low-rank regularizers 9 May 2025 · 0 repositories · arXiv:2505.06073
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Knowledge-Aided Semantic Communication Leveraging Probabilistic Graphical Modeling 8 Aug 2024 · 0 repositories · arXiv:2408.04499
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Model Predictive Simulation Using Structured Graphical Models and Transformers 28 Jun 2024 · 0 repositories · arXiv:2406.19635
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Digital Twinning of a Pressurized Water Reactor Startup Operation and Partial Computational Offloading in In-network Computing-Assisted Multiaccess Edge Computing 24 Jun 2024 · 0 repositories · arXiv:2407.12011
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A-I-RAVEN and I-RAVEN-Mesh: Two New Benchmarks for Abstract Visual Reasoning 16 Jun 2024 · 0 repositories · arXiv:2406.11061
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Differentiable Proximal Graph Matching 26 May 2024 · 0 repositories · arXiv:2405.16479
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Fast-PGM: Fast Probabilistic Graphical Model Learning and Inference 24 May 2024 · 1 repository · arXiv:2405.15605
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Prompt Customization for Continual Learning 28 Apr 2024 · 1 repository · arXiv:2404.18060
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Solving the Clustering Reasoning Problems by Modeling a Deep-Learning-Based Probabilistic Model 5 Mar 2024 · 0 repositories · arXiv:2403.03173
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MAgIC: Investigation of Large Language Model Powered Multi-Agent in Cognition, Adaptability, Rationality and Collaboration 14 Nov 2023 · 1 repository · arXiv:2311.08562Syntology ran 3 of 3 samples · 0 unverified
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Assessment of Differentially Private Synthetic Data for Utility and Fairness in End-to-End Machine Learning Pipelines for Tabular Data 30 Oct 2023 · 0 repositories · arXiv:2310.19250
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Approximate Implication for Probabilistic Graphical Models 21 Oct 2023 · 0 repositories · arXiv:2310.13942
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Probabilistic Modeling of Human Teams to Infer False Beliefs 19 Oct 2023 · 0 repositories · arXiv:2310.12929
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Delta-AI: Local objectives for amortized inference in sparse graphical models 3 Oct 2023 · 1 repository · arXiv:2310.02423Syntology ran 3 of 4 samples · 1 unverified
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Control as Probabilistic Inference as an Emergent Communication Mechanism in Multi-Agent Reinforcement Learning 11 Jul 2023 · 0 repositories · arXiv:2307.05004
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Approximate inference of marginals using the IBIA framework 1 Jun 2023 · 0 repositories · arXiv:2306.00335
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On Neural Networks as Infinite Tree-Structured Probabilistic Graphical Models 27 May 2023 · 1 repository · arXiv:2305.17583Syntology ran 0 of 7 samples · 7 unverified
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Promptable Game Models: Text-Guided Game Simulation via Masked Diffusion Models 23 Mar 2023 · 0 repositories · arXiv:2303.13472
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Neural Graph Revealers 27 Feb 2023 · 1 repository · arXiv:2302.13582
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Structure Learning and Parameter Estimation for Graphical Models via Penalized Maximum Likelihood Methods 30 Jan 2023 · 0 repositories · arXiv:2301.13269
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Unsupervised Visible-Infrared Person Re-Identification via Progressive Graph Matching and Alternate Learning 1 Jan 2023 · 1 repository
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Partitioned Gradient Matching-based Data Subset Selection for Compute-Efficient Robust ASR Training 30 Oct 2022 · 0 repositories · arXiv:2210.16892
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Policy Gradient Methods for Designing Dynamic Output Feedback Controllers 18 Oct 2022 · 0 repositories · arXiv:2210.09735
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Brain-inspired probabilistic generative model for double articulation analysis of spoken language 6 Jul 2022 · 0 repositories · arXiv:2207.02457
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SAViR-T: Spatially Attentive Visual Reasoning with Transformers 18 Jun 2022 · 1 repository · arXiv:2206.09265
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Effective Abstract Reasoning with Dual-Contrast Network 27 May 2022 · 1 repository · arXiv:2205.13720Syntology ran 5 of 7 samples · 2 unverified · 7 pointer-only (licence)
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Emergent Communication through Metropolis-Hastings Naming Game with Deep Generative Models 24 May 2022 · 1 repository · arXiv:2205.12392
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Approximating Permutations with Neural Network Components for Travelling Photographer Problem 30 Apr 2022 · 0 repositories · arXiv:2205.00242
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Incremental Inference on Higher-Order Probabilistic Graphical Models Applied to Constraint Satisfaction Problems 25 Feb 2022 · 0 repositories · arXiv:2202.12916
Tasks archive 2025-07-28
20 shown of 72 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
Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections