Forward-Forward Learning

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  1. What Does Goodness Measure? A Likelihood-Ratio Account of Forward-Forward Learning

    Jul 14, 2026Paolo GiannitrapaniMahalanobis DistanceForward-Forward Learning

    Department of Information Engineering, Electronics and Telecommunications (DIET) Sapienza University of Rome Rome, Italy

  2. Forward-Only Convolutional Neural Networks with Learnable Channel-Class Assignment

    Jun 7, 2026Mohammadnavid Ghader, Saeed Reza Kheradpisheh, Bahar Farahani +1Adaptive Loss WeightingConvolutional Neural Networks

    Department of Computer and Data Science, Faculty of Mathematical Sciences, Shahid Beheshti University, Tehran, Iran · Cyberspace Research Institute, Shahid Beheshti University, Tehran, Iran · Cybersecurity and Computing Systems Research Group, University of Hertfordshire, Hatfield, United Kingdom

  3. Synthetic Benchmarks Overstate Forward-Forward Scaling: Real-Data Limits of Layer-Local Training

    Jun 4, 2026Yucheng ChenBackpropagationLocal Learning

    Amplimit Toronto, ON, Canada

  4. FFR: Forward-Forward Learning for Regression

    Jun 2, 2026Xinyang Liu, Xuanyu Liang, Shiqi Ding +4Neural Network OptimizationFeedforward Neural Networks

    University of Bristol · University College London · University of Cambridge

  5. HCL-FF: Hierarchical and Contrastive Learning for Forward-Forward Algorithm

    May 24, 2026Jie-En Yao, Hong-En Chen, C. -C. Jay KuoHierarchical Representation LearningForward-Forward Learning

    University of Southern California

  6. Adaptive Multi-Scale Goodness Aggregation for Forward-Forward Learning

    May 11, 2026Salar Beigzad, Vansh VermaNeural Network OptimizationLocal Learning

    Computer Engineering University of St. Thomas Minnesota, USA

  7. Cumulative-Goodness Free-Riding in Forward-Forward Networks: Real, Repairable, but Not Accuracy-Dominant

    May 7, 2026Amirhossein YousefiramandiNeural Network Training DynamicsLocal Learning

  8. Covariance-Aware Goodness for Scalable Forward-Forward Learning

    May 5, 2026Xiaoyi Jiang, Bashir M. Al-Hashimi, Kai XuConvolutional Neural NetworksLocal Learning

    King’s College London, United Kingdom · University of Nottingham

  9. Hyperspherical Forward-Forward with Prototypical Representations

    Apr 30, 2026Shalini Sarode, Brian Moser, Joachim Folz +4Prototype-Based LearningEfficient Neural Network Inference

    German Research Center for Artificial Intelligence (DFKI) · RPTU Kaiserslautern-Landau