Methods › General › Stochastic Optimization › DFA
Direct Feedback Alignment
DFA
Introduced by Arild Nøkland in Direct Feedback Alignment Provides Learning in Deep Neural Networks
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
The archive carries no description for this method.
Papers archive 2025-07-28
30 shown of 55, 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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Scaling Laws for State Dynamics in Large Language Models 20 May 2025 · 0 repositories · arXiv:2505.14892
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Neural Networks as Universal Finite-State Machines: A Constructive Deterministic Finite Automaton Theory 16 May 2025 · 0 repositories · arXiv:2505.11694
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Evaluating an assembly- and disassembly-oriented expansion of Modular Function Deployment through a workshop-based assessment 3 May 2025 · 0 repositories · arXiv:2505.01762
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BMRL: Bi-Modal Guided Multi-Perspective Representation Learning for Zero-Shot Deepfake Attribution 19 Apr 2025 · 0 repositories · arXiv:2504.14129
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Critical Thinking: Which Kinds of Complexity Govern Optimal Reasoning Length? 2 Apr 2025 · 1 repository · arXiv:2504.01935
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Low-power Spike-based Wearable Analytics on RRAM Crossbars 10 Feb 2025 · 0 repositories · arXiv:2502.06736
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Direct Fractional Auction 18 Nov 2024 · 0 repositories · arXiv:2411.11606
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Compositional Automata Embeddings for Goal-Conditioned Reinforcement Learning 31 Oct 2024 · 0 repositories · arXiv:2411.00205
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Combining features on vertical ground reaction force signal analysis for multiclass diagnosing neurodegenerative diseases 20 Aug 2024 · 0 repositories
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On-the-fly Synthesis for LTL over Finite Traces: An Efficient Approach that Counts 14 Aug 2024 · 0 repositories · arXiv:2408.07324
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LLMs as Probabilistic Minimally Adequate Teachers for DFA Learning 6 Aug 2024 · 0 repositories · arXiv:2408.02999
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DyFADet: Dynamic Feature Aggregation for Temporal Action Detection 3 Jul 2024 · 1 repository · arXiv:2407.03197Syntology ran 6 of 12 samples · 6 unverified · 12 pointer-only (licence)
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DFA-GNN: Forward Learning of Graph Neural Networks by Direct Feedback Alignment 4 Jun 2024 · 0 repositories · arXiv:2406.02040
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DFAMiner: Mining minimal separating DFAs from labelled samples 29 May 2024 · 1 repository · arXiv:2405.18871
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SynCode: LLM Generation with Grammar Augmentation 3 Mar 2024 · 1 repository · arXiv:2403.01632Syntology ran 0 of 3 samples · 3 unverified
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DFA-RAG: Conversational Semantic Router for Large Language Model with Definite Finite Automaton 6 Feb 2024 · 0 repositories · arXiv:2402.04411
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Stability Analysis of Various Symbolic Rule Extraction Methods from Recurrent Neural Network 4 Feb 2024 · 0 repositories · arXiv:2402.02627
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Learning Deterministic Finite Automata from Confidence Oracles 18 Nov 2023 · 0 repositories · arXiv:2311.10963
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Reinforcement Learning with Temporal-Logic-Based Causal Diagrams 23 Jun 2023 · 0 repositories · arXiv:2306.13732
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Automaton-Guided Curriculum Generation for Reinforcement Learning Agents 11 Apr 2023 · 1 repository · arXiv:2304.05271
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Better than DFA? A Bayesian Method for Estimating the Hurst Exponent in Behavioral Sciences 26 Jan 2023 · 0 repositories · arXiv:2301.11262
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Dynamic Local Feature Aggregation for Learning on Point Clouds 7 Jan 2023 · 1 repository · arXiv:2301.02836
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Low-Variance Forward Gradients using Direct Feedback Alignment and Momentum 14 Dec 2022 · 1 repository · arXiv:2212.07282
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Scaling Laws Beyond Backpropagation 26 Oct 2022 · 0 repositories · arXiv:2210.14593
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Brain structure can mediate or moderate the relationship of behavior to brain function and transcriptome. A preliminary study 6 Oct 2022 · 0 repositories · arXiv:2210.03195
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The Influence of Learning Rule on Representation Dynamics in Wide Neural Networks 5 Oct 2022 · 0 repositories · arXiv:2210.02157
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Probabilistic Planning with Partially Ordered Preferences over Temporal Goals 25 Sep 2022 · 0 repositories · arXiv:2209.12267
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Analyzing Robustness of Angluin's L* Algorithm in Presence of Noise 21 Sep 2022 · 0 repositories · arXiv:2209.10315
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On Robust Cross-View Consistency in Self-Supervised Monocular Depth Estimation 19 Sep 2022 · 1 repository · arXiv:2209.08747
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Exploring traditional machine learning for identification of pathological auscultations 1 Sep 2022 · 0 repositories · arXiv:2209.00672
Tasks archive 2025-07-28
20 shown of 59 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