Polynomial Neural Networks

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1 paper in the last four weeks, against 1 the four weeks before. 0.0% of all new papers.

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  1. Polynomial neural surrogates for designing photonic quantum experiments

    Oct 5, 2026Rohit Chaurasiya, Xuemei GuNeural Surrogate ModelingPolynomial Neural Networks

    Institute of Condensed Matter Theory and Optics, Friedrich Schiller University Jena, Max-Wien-Platz 1, 07743 Jena, Germany

  2. Beyond Overparameterization: Provable Learning of Input-Convex Multi-Layer Polynomial Networks with Active Queries

    Oct 4, 2026Jinqi Tang, Qian Chen, Shihong Ding +1Polynomial Neural NetworksInput Convex Neural Networks

    Peking University

  3. RecKAN: Kolmogorov-Arnold Networks with a Learnable Recursive Polynomial Basis

    Sep 1, 2026Amirhosein AzarpourPolynomial Neural NetworksKolmogorov-Arnold Networks

    Department of Computer Science Shahid Beheshti University Tehran, Iran

  4. PRISM: Polynomial Representations for Interaction-Structured Motor Control

    Jul 26, 2026Seung Hyun Lee, Stella X. YuRobotic ControlRL for Robotics

    University of Michigan, Ann Arbor Computer Science and Engineering

  5. A Polynomial Architecture-Attribution Co-Design Framework for Exact Aumann-Shapley Attribution in GNNs

    Jul 23, 2026Bizu Feng, Zhimu Yang, Shuming Wang +4Gradient-Based AttributionPolynomial Neural Networks

    Institute of Artificial Intelligence Innovation and Industry, Fudan University, Shanghai, China · Shanghai Academy of AI for Science, Shanghai, China · Human Phenome Institute, Fudan University, Shanghai, China +1

  6. Expressivity of Shallow Neural Networks Over Finite Fields

    Jul 19, 2026Maksym Zubkov, Carol Wu, Shiwei Yang +2Shallow Neural NetworksPolynomial Neural Networks

    Department of Mathematics, University of British Columbia, 1984 Mathematics Rd, Vancouver, V6T 1Z2, BC, Canada

  7. It's Much Easier for Neural Networks to learn Game of Life Dynamics with the Right Activation Function: Polynomial Kolmogorov-Arnold Networks

    Jun 22, 2026Tashin Ahmed, Q. Tyrell DavisPolynomial Neural NetworksCellular Automata

    Independent Researcher · Work completed while at Cross Labs, Cross Compass Ltd., Japan.

  8. Layer-wise Derivative Controlled Networks Achieve Competitive Accuracy and Gradient Stability Across Data Regimes

    Jun 6, 2026Rowan MartnishnNeural Network GeneralizationPolynomial Neural Networks

  9. ChainzRule: Sample-Efficient, Robust Deep Learning Across Tabular, NLP, and Vision Tasks

    May 23, 2026Rowan MartnishnPolynomial Neural NetworksNeural Network Robustness

    Sentivity AI

  10. Activation-Free Backbones for Image Recognition: Polynomial Alternatives within MetaFormer-Style Vision Models

    May 20, 2026Jeffrey Wang, Jonathan Gregory, Grigorios G. ChrysosPolynomial Neural NetworksNeural Network Activation Functions

    University of Wisconsin–Madison, Madison, WI, USA.

  11. Minimal Filling Architectures of Polynomial Neural Networks: Counterexamples, Frontier Search, and Defects

    May 10, 2026Kevin Dao, Jose Israel RodriguezPolynomial Neural NetworksNeural Network Approximation Theory

    Department of Mathematics, University of Wisconsin-Madison, Wisconsin, USA.

  12. The Alexander-Hirschowitz theorem for neurovarieties

    Nov 24, 2025A. Massarenti, M. MellaPolynomial Neural NetworksParameter Identifiability