Methods › General › Deep Tabular Learning › NON
Network On Network
NON
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
Network On Network (NON) is practical tabular data classification model based on deep neural network to provide accurate predictions. Various deep methods have been proposed and promising progress has been made. However, most of them use operations like neural network and factorization machines to fuse the embeddings of different features directly, and linearly combine the outputs of those operations to get the final prediction. As a result, the intra-field information and the non-linear interactions between those operations (e.g. neural network and factorization machines) are ignored. Intra-field information is the information that features inside each field belong to the same field. NON is proposed to take full advantage of intra-field information and non-linear interactions. It consists of three components: field-wise network at the bottom to capture the intra-field information, across field network in the middle to choose suitable operations data-drivenly, and operation fusion network on the top to fuse outputs of the chosen operations deeply
Papers archive 2025-07-28
30 shown of 389, 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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Deep Semantic Segmentation for Multi-Source Localization Using Angle of Arrival Measurements 11 Jun 2025 · 0 repositories · arXiv:2506.10107
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Wavelet Scattering Transform and Fourier Representation for Offline Detection of Malicious Clients in Federated Learning 11 Jun 2025 · 0 repositories · arXiv:2506.09674
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Model-based Neural Data Augmentation for sub-wavelength Radio Localization 5 Jun 2025 · 0 repositories · arXiv:2506.06387
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CDR-Agent: Intelligent Selection and Execution of Clinical Decision Rules Using Large Language Model Agents 29 May 2025 · 1 repository · arXiv:2505.23055
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Seeing the Threat: Vulnerabilities in Vision-Language Models to Adversarial Attack 28 May 2025 · 0 repositories · arXiv:2505.21967
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LLM assisted web application functional requirements generation: A case study of four popular LLMs over a Mess Management System 23 May 2025 · 0 repositories · arXiv:2505.18019
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Convergence of Adam in Deep ReLU Networks via Directional Complexity and Kakeya Bounds 21 May 2025 · 0 repositories · arXiv:2505.15013
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The Triad of Modern Democracies: Money, Identity, and Information in Shaping Power and Legitimacy 14 May 2025 · 0 repositories · arXiv:2505.09124
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Towards scalable surrogate models based on Neural Fields for large scale aerodynamic simulations 14 May 2025 · 1 repository · arXiv:2505.14704
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The Steganographic Potentials of Language Models 6 May 2025 · 0 repositories · arXiv:2505.03439
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End-to-end fully-binarized network design: from Generic Learned Thermometer to Block Pruning 5 May 2025 · 0 repositories · arXiv:2505.13462
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Multi-Step Consistency Models: Fast Generation with Theoretical Guarantees 2 May 2025 · 0 repositories · arXiv:2505.01049
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Spatiotemporal Emotional Synchrony in Dyadic Interactions: The Role of Speech Conditions in Facial and Vocal Affective Alignment 29 Apr 2025 · 0 repositories · arXiv:2505.13455
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Generalizing the Levins metapopulation model to time varying colonization and extinction rates 29 Apr 2025 · 0 repositories · arXiv:2504.20396
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Score-Based Deterministic Density Sampling 25 Apr 2025 · 0 repositories · arXiv:2504.18130
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IlluSign: Illustrating Sign Language Videos by Leveraging the Attention Mechanism 15 Apr 2025 · 0 repositories · arXiv:2504.10822
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Age-of-information minimization under energy harvesting and non-stationary environment 7 Apr 2025 · 0 repositories · arXiv:2504.04916
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Integrated LLM-Based Intrusion Detection with Secure Slicing xApp for Securing O-RAN-Enabled Wireless Network Deployments 1 Apr 2025 · 0 repositories · arXiv:2504.00341
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Novel Deep Neural OFDM Receiver Architectures for LLR Estimation 26 Mar 2025 · 1 repository · arXiv:2503.20500
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Finite-Time Bounds for Two-Time-Scale Stochastic Approximation with Arbitrary Norm Contractions and Markovian Noise 24 Mar 2025 · 0 repositories · arXiv:2503.18391
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Mechanistic Interpretability of Fine-Tuned Vision Transformers on Distorted Images: Decoding Attention Head Behavior for Transparent and Trustworthy AI 24 Mar 2025 · 0 repositories · arXiv:2503.18762
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Robustness of deep learning classification to adversarial input on GPUs: asynchronous parallel accumulation is a source of vulnerability 21 Mar 2025 · 0 repositories · arXiv:2503.17173
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Structural and Practical Identifiability of Phenomenological Growth Models for Epidemic Forecasting 21 Mar 2025 · 0 repositories · arXiv:2503.17135
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Estimating stationary mass, frequency by frequency 17 Mar 2025 · 0 repositories · arXiv:2503.12808
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Non Line-of-Sight Optical Wireless Communication using Neuromorphic Cameras 14 Mar 2025 · 0 repositories · arXiv:2503.11226
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Automatic quality control in multi-centric fetal brain MRI super-resolution reconstruction 13 Mar 2025 · 3 repositories · arXiv:2503.10156
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From Linear to Spline-Based Classification:Developing and Enhancing SMPA for Noisy Non-Linear Datasets 13 Mar 2025 · 0 repositories · arXiv:2503.10545
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Beyond Black-Box Benchmarking: Observability, Analytics, and Optimization of Agentic Systems 9 Mar 2025 · 0 repositories · arXiv:2503.06745
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PLS-based approach for fair representation learning 22 Feb 2025 · 0 repositories · arXiv:2502.16263
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A Self-Supervised Reinforcement Learning Approach for Fine-Tuning Large Language Models Using Cross-Attention Signals 14 Feb 2025 · 0 repositories · arXiv:2502.10482
Tasks archive 2025-07-28
20 shown of 280 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