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Federated Learning

Papers archive 2025-07-28

archive papers tagged: 6,771 · with a code link: 1,815 · where Syntology ran a sample: 457 (380 with a run with no instrument failure, 77 where every run was a failure of Syntology's instrument) Syntology

Show: all tagged papersonly where code ran (457 of 6,771 tagged: 380 with a run with no instrument failure, 77 where every run was a failure of Syntology's instrument)

Page 2 of 68: papers 101 to 200 of 6,771, in archive order: by repositories listed in the archive (most first), then newest first, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers that list no repository come after every paper that lists one.

Papers without a page here are shown as plain text. A Syntology line reads “N ran (of which C constructed an object rather than computing a result; K with no instrument failure: H honoured, V violated, P with no contract checked; I where Syntology's instrument failed) · U unverified”; the figure “where Syntology's instrument failed” counts failures of Syntology's instrument, not of the code. When the archive marks a repository official for the paper, the line starts with that repository's state (the archive's flag, not a verdict on who wrote the code); hover it for the repositories the samples that ran came from. Abstracts are on each paper's page.

• Federated Class-Incremental Learning with New-Class Augmented Self-Distillation
  1 Jan 2024 2 repositories listed
• Differentially Private Low-Rank Adaptation of Large Language Model Using Federated Learning
  29 Dec 2023 2 repositories listed
• TraceFL: Interpretability-Driven Debugging in Federated Learning via Neuron Provenance
  21 Dec 2023 2 repositories listed
• Calibrated One Round Federated Learning with Bayesian Inference in the Predictive Space
  15 Dec 2023 2 repositories listed Syntology official (archive's flag): 9 ran · 9 ran (of which 0 constructed an object rather than computing a result; 9 with no instrument failure: 0 honoured, 0 violated, 9 with no contract checked; 0 where Syntology's instrument failed) · 4 unverified (of 13 harvested samples) · 13 pointer-only (licence)
• Federated Full-Parameter Tuning of Billion-Sized Language Models with Communication Cost under 18 Kilobytes
  11 Dec 2023 2 repositories listed Syntology official: no sample here; runs from other or unrecorded repositories · 1 ran (of which 1 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 0 violated, 1 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified; the one sample that ran constructed an object rather than computing a result (of 1 harvested sample)
• Privacy and Accuracy Implications of Model Complexity and Integration in Heterogeneous Federated Learning
  29 Nov 2023 2 repositories listed Syntology official (archive's flag): 4 ran · 4 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 4 where Syntology's instrument failed) · 1 unverified (of 5 harvested samples) · 5 pointer-only (licence)
• Eliminating Domain Bias for Federated Learning in Representation Space
  25 Nov 2023 2 repositories listed Syntology official (archive's flag): 11 ran · 12 ran (of which 2 constructed an object rather than computing a result; 7 with no instrument failure: 1 honoured, 0 violated, 6 with no contract checked; 5 where Syntology's instrument failed) · 4 unverified (of 16 harvested samples) · 3 pointer-only (licence)
• IODeep: an IOD for the introduction of deep learning in the DICOM standard
  10 Nov 2023 2 repositories listed
• Passive Inference Attacks on Split Learning via Adversarial Regularization
  16 Oct 2023 2 repositories listed
• FedFed: Feature Distillation against Data Heterogeneity in Federated Learning
  8 Oct 2023 2 repositories listed Syntology official (archive's flag): 2 ran · 2 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 0 honoured, 0 violated, 2 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (of 2 harvested samples)
• On the Power of Adaptive Weighted Aggregation in Heterogeneous Federated Learning and Beyond
  4 Oct 2023 2 repositories listed
• A Survey of Incremental Transfer Learning: Combining Peer-to-Peer Federated Learning and Domain Incremental Learning for Multicenter Collaboration
  29 Sep 2023 2 repositories listed
• Generalizable Heterogeneous Federated Cross-Correlation and Instance Similarity Learning
  28 Sep 2023 2 repositories listed Syntology official (archive's flag): 8 ran · 8 ran (of which 0 constructed an object rather than computing a result; 6 with no instrument failure: 0 honoured, 0 violated, 6 with no contract checked; 2 where Syntology's instrument failed) · 0 unverified (of 8 harvested samples) · 8 pointer-only (licence)
• FedJudge: Federated Legal Large Language Model
  15 Sep 2023 2 repositories listed
• FedSOL: Stabilized Orthogonal Learning with Proximal Restrictions in Federated Learning
  24 Aug 2023 2 repositories listed Syntology official (archive's flag): 10 ran · 10 ran (of which 0 constructed an object rather than computing a result; 9 with no instrument failure: 0 honoured, 0 violated, 9 with no contract checked; 1 where Syntology's instrument failed) · 1 unverified (of 11 harvested samples) · 1 pointer-only (licence)
• FedSIS: Federated Split Learning with Intermediate Representation Sampling for Privacy-preserving Generalized Face Presentation Attack Detection
  20 Aug 2023 2 repositories listed
• FedPop: Federated Population-based Hyperparameter Tuning
  16 Aug 2023 2 repositories listed
• Federated Classification in Hyperbolic Spaces via Secure Aggregation of Convex Hulls
  14 Aug 2023 2 repositories listed
• Mitigating Communications Threats in Decentralized Federated Learning through Moving Target Defense
  21 Jul 2023 2 repositories listed
• An In-Depth Evaluation of Federated Learning on Biomedical Natural Language Processing
  20 Jul 2023 2 repositories listed
• Heterogeneous Federated Learning: State-of-the-art and Research Challenges
  20 Jul 2023 2 repositories listed
• Towards Open Federated Learning Platforms: Survey and Vision from Technical and Legal Perspectives
  5 Jul 2023 2 repositories listed
• PeFLL: Personalized Federated Learning by Learning to Learn
  8 Jun 2023 2 repositories listed
• Fast Optimal Locally Private Mean Estimation via Random Projections
  7 Jun 2023 2 repositories listed Syntology official (archive's flag): 3 ran · 3 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 1 honoured, 0 violated, 0 with no contract checked; 2 where Syntology's instrument failed) · 3 unverified (of 6 harvested samples)
• Hiding in Plain Sight: Disguising Data Stealing Attacks in Federated Learning
  5 Jun 2023 2 repositories listed
• Federated Prompt Learning for Weather Foundation Models on Devices
  23 May 2023 2 repositories listed
• Efficient Personalized Federated Learning via Sparse Model-Adaptation
  4 May 2023 2 repositories listed Syntology official (archive's flag): 6 ran · 6 ran (of which 2 constructed an object rather than computing a result; 5 with no instrument failure: 0 honoured, 0 violated, 5 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified (of 6 harvested samples) · 3 pointer-only (licence)
• Fed-BioMed: Open, Transparent and Trusted Federated Learning for Real-world Healthcare Applications
  24 Apr 2023 2 repositories listed
• Learning to Transmit with Provable Guarantees in Wireless Federated Learning
  18 Apr 2023 2 repositories listed
• FedML-HE: An Efficient Homomorphic-Encryption-Based Privacy-Preserving Federated Learning System
  20 Mar 2023 2 repositories listed Syntology official (archive's flag): 3 ran · 4 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 0 honoured, 0 violated, 3 with no contract checked; 1 where Syntology's instrument failed) · 1 unverified (of 5 harvested samples) · 1 pointer-only (licence)
• FedSpeed: Larger Local Interval, Less Communication Round, and Higher Generalization Accuracy
  21 Feb 2023 2 repositories listed Syntology official (archive's flag): 1 ran · 1 ran (of which 1 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 0 violated, 1 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified; the one sample that ran constructed an object rather than computing a result (of 3 harvested samples) · 3 pointer-only (licence)
• Federated Learning for ASR based on Wav2vec 2.0
  20 Feb 2023 2 repositories listed
• No One Left Behind: Real-World Federated Class-Incremental Learning
  2 Feb 2023 2 repositories listed Syntology official (archive's flag): 2 ran · 2 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 1 honoured, 0 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified (of 2 harvested samples) · 2 pointer-only (licence)
• Reliable Federated Disentangling Network for Non-IID Domain Feature
  30 Jan 2023 2 repositories listed Syntology official (archive's flag): 3 ran · 3 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 3 where Syntology's instrument failed) · 0 unverified (of 3 harvested samples) · 3 pointer-only (licence)
• Heterogeneous Datasets for Federated Survival Analysis Simulation
  28 Jan 2023 2 repositories listed
• FedExP: Speeding Up Federated Averaging via Extrapolation
  23 Jan 2023 2 repositories listed
• From Isolation to Collaboration: Federated Class-Heterogeneous Learning for Chest X-Ray Classification
  17 Jan 2023 2 repositories listed
• Rethinking Federated Learning With Domain Shift: A Prototype View
  1 Jan 2023 2 repositories listed
• Robust Heterogeneous Federated Learning under Data Corruption
  1 Jan 2023 2 repositories listed
• On the effectiveness of partial variance reduction in federated learning with heterogeneous data
  5 Dec 2022 2 repositories listed Syntology official (archive's flag): 3 ran · 6 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 0 violated, 1 with no contract checked; 5 where Syntology's instrument failed) · 1 unverified (of 7 harvested samples) · 2 pointer-only (licence)
• Knowledge-Aware Federated Active Learning with Non-IID Data
  24 Nov 2022 2 repositories listed
• DYNAFED: Tackling Client Data Heterogeneity with Global Dynamics
  20 Nov 2022 2 repositories listed
• Decentralized Federated Learning: Fundamentals, State of the Art, Frameworks, Trends, and Challenges
  15 Nov 2022 2 repositories listed
• Enhancing Efficiency in Multidevice Federated Learning through Data Selection
  8 Nov 2022 2 repositories listed Syntology official (archive's flag): 1 ran · 1 ran (of which 1 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 0 violated, 1 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified; the one sample that ran constructed an object rather than computing a result (of 1 harvested sample) · 1 pointer-only (licence)
• Label Inference Attacks Against Vertical Federated Learning
  10 Oct 2022 2 repositories listed
• Towards Understanding and Mitigating Dimensional Collapse in Heterogeneous Federated Learning
  1 Oct 2022 2 repositories listed
• Federated Learning from Pre-Trained Models: A Contrastive Learning Approach
  21 Sep 2022 2 repositories listed Syntology 5 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 1 honoured, 0 violated, 2 with no contract checked; 2 where Syntology's instrument failed) · 1 unverified (of 6 harvested samples)
• Non-IID Quantum Federated Learning with One-shot Communication Complexity
  2 Sep 2022 2 repositories listed
• Federated Learning via Decentralized Dataset Distillation in Resource-Constrained Edge Environments
  24 Aug 2022 2 repositories listed Syntology official (archive's flag): 2 ran · 2 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 0 honoured, 1 violated, 1 with no contract checked; 0 where Syntology's instrument failed) · 3 unverified (of 5 harvested samples)
• Differentially Private Vertical Federated Clustering
  2 Aug 2022 2 repositories listed
• Communication-Efficient Diffusion Strategy for Performance Improvement of Federated Learning with Non-IID Data
  15 Jul 2022 2 repositories listed
• Multi-Level Branched Regularization for Federated Learning
  14 Jul 2022 2 repositories listed Syntology official (archive's flag): 1 ran · 1 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 1 unverified (of 2 harvested samples) · 2 pointer-only (licence)
• Federated Self-supervised Learning for Video Understanding
  5 Jul 2022 2 repositories listed
• Where to Begin? On the Impact of Pre-Training and Initialization in Federated Learning
  30 Jun 2022 2 repositories listed Syntology community repositories only · 2 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 2 where Syntology's instrument failed) · 0 unverified (of 2 harvested samples)
• Motley: Benchmarking Heterogeneity and Personalization in Federated Learning
  18 Jun 2022 2 repositories listed
• MetaFed: Federated Learning among Federations with Cyclic Knowledge Distillation for Personalized Healthcare
  17 Jun 2022 2 repositories listed
• Neurotoxin: Durable Backdoors in Federated Learning
  12 Jun 2022 2 repositories listed Syntology official: harvested, nothing ran · 0 ran · 1 unverified (of 1 harvested sample) · 1 pointer-only (licence)
• Byzantine-Robust Federated Learning with Optimal Statistical Rates and Privacy Guarantees
  24 May 2022 2 repositories listed Syntology official: harvested, nothing ran · 0 ran · 1 unverified (of 1 harvested sample)
• Federated singular value decomposition for high dimensional data
  24 May 2022 2 repositories listed
• Optimizing Performance of Federated Person Re-identification: Benchmarking and Analysis
  24 May 2022 2 repositories listed Syntology official (archive's flag): 6 ran · 6 ran (of which 0 constructed an object rather than computing a result; 6 with no instrument failure: 0 honoured, 0 violated, 6 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified (of 8 harvested samples)
• Secure & Private Federated Neuroimaging
  11 May 2022 2 repositories listed
• Defending against Reconstruction Attacks through Differentially Private Federated Learning for Classification of Heterogeneous Chest X-Ray Data
  6 May 2022 2 repositories listed
• Communication-Efficient Adaptive Federated Learning
  5 May 2022 2 repositories listed Syntology 2 ran (of which 2 constructed an object rather than computing a result; 2 with no instrument failure: 0 honoured, 0 violated, 2 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified; every one of the 2 samples that ran constructed an object rather than computing a result (of 3 harvested samples) · 3 pointer-only (licence)
• Federated Learning on Heterogeneous and Long-Tailed Data via Classifier Re-Training with Federated Features
  28 Apr 2022 2 repositories listed Syntology official (archive's flag): 2 ran · 2 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 1 honoured, 0 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 1 unverified (of 3 harvested samples) · 3 pointer-only (licence)
• Exploring the Distributed Knowledge Congruence in Proxy-data-free Federated Distillation
  14 Apr 2022 2 repositories listed
• Federated Learning with Partial Model Personalization
  8 Apr 2022 2 repositories listed Syntology community repositories only · 1 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 1 honoured, 0 violated, 0 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified (of 2 harvested samples)
• Auditing Privacy Defenses in Federated Learning via Generative Gradient Leakage
  29 Mar 2022 2 repositories listed
• Energy-Latency Attacks via Sponge Poisoning
  14 Mar 2022 2 repositories listed Syntology official (archive's flag): 2 ran · 2 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 1 honoured, 1 violated, 0 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (of 2 harvested samples) · 2 pointer-only (licence)
• LAMP: Extracting Text from Gradients with Language Model Priors
  17 Feb 2022 2 repositories listed Syntology official (archive's flag): 4 ran · 4 ran (of which 0 constructed an object rather than computing a result; 4 with no instrument failure: 0 honoured, 0 violated, 4 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified (of 5 harvested samples)
• FL_PyTorch: optimization research simulator for federated learning
  7 Feb 2022 2 repositories listed
• FedGCN: Convergence-Communication Tradeoffs in Federated Training of Graph Convolutional Networks
  28 Jan 2022 2 repositories listed Syntology official (archive's flag): 7 ran · 13 ran (of which 0 constructed an object rather than computing a result; 13 with no instrument failure: 0 honoured, 0 violated, 13 with no contract checked; 0 where Syntology's instrument failed) · 6 unverified (of 19 harvested samples)
• Personalized Federated Learning through Local Memorization
  17 Nov 2021 2 repositories listed Syntology official: harvested, nothing ran · 0 ran · 2 unverified (of 2 harvested samples) · 2 pointer-only (licence)
• Bayesian Framework for Gradient Leakage
  8 Nov 2021 2 repositories listed Syntology official (archive's flag): 8 ran · 8 ran (of which 0 constructed an object rather than computing a result; 7 with no instrument failure: 0 honoured, 0 violated, 7 with no contract checked; 1 where Syntology's instrument failed) · 7 unverified (of 15 harvested samples)
• Improving Fairness via Federated Learning
  29 Oct 2021 2 repositories listed
• Fault-Tolerant Federated Reinforcement Learning with Theoretical Guarantee
  26 Oct 2021 2 repositories listed Syntology official (archive's flag): 7 ran · 9 ran (of which 3 constructed an object rather than computing a result; 4 with no instrument failure: 1 honoured, 0 violated, 3 with no contract checked; 5 where Syntology's instrument failed) · 6 unverified (of 15 harvested samples) · 15 pointer-only (licence)
• Towards Federated Bayesian Network Structure Learning with Continuous Optimization
  18 Oct 2021 2 repositories listed Syntology 4 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 0 honoured, 1 violated, 1 with no contract checked; 2 where Syntology's instrument failed) · 1 unverified (of 5 harvested samples) · 2 pointer-only (licence)
• Adapt to Adaptation: Learning Personalization for Cross-Silo Federated Learning
  15 Oct 2021 2 repositories listed Syntology official (archive's flag): 2 ran · 2 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 2 where Syntology's instrument failed) · 0 unverified (of 2 harvested samples)
• ProgFed: Effective, Communication, and Computation Efficient Federated Learning by Progressive Training
  11 Oct 2021 2 repositories listed Syntology official (archive's flag): 7 ran · 7 ran (of which 0 constructed an object rather than computing a result; 6 with no instrument failure: 0 honoured, 0 violated, 6 with no contract checked; 1 where Syntology's instrument failed) · 10 unverified (of 17 harvested samples)
• FedPara: Low-Rank Hadamard Product for Communication-Efficient Federated Learning
  13 Aug 2021 2 repositories listed Syntology community repositories only · 10 ran (of which 0 constructed an object rather than computing a result; 5 with no instrument failure: 1 honoured, 3 violated, 1 with no contract checked; 5 where Syntology's instrument failed) · 16 unverified (of 26 harvested samples)
• FedMatch: Federated Learning Over Heterogeneous Question Answering Data
  11 Aug 2021 2 repositories listed
• A Decentralized Federated Learning Framework via Committee Mechanism with Convergence Guarantee
  1 Aug 2021 2 repositories listed
• A Field Guide to Federated Optimization
  14 Jul 2021 2 repositories listed Syntology official (archive's flag): 1 ran · 4 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 0 honoured, 0 violated, 3 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified (of 4 harvested samples)
• RoFL: Robustness of Secure Federated Learning
  7 Jul 2021 2 repositories listed Syntology official (archive's flag): 3 ran · 3 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 0 honoured, 0 violated, 3 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (of 3 harvested samples)
• Gradient-Leakage Resilient Federated Learning
  2 Jul 2021 2 repositories listed Syntology community repositories only · 11 ran (of which 0 constructed an object rather than computing a result; 11 with no instrument failure: 0 honoured, 0 violated, 11 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified (of 12 harvested samples) · 1 pointer-only (licence)
• An Efficient Approach for Cross-Silo Federated Learning to Rank
  21 Jun 2021 2 repositories listed
• FedCM: Federated Learning with Client-level Momentum
  21 Jun 2021 2 repositories listed
• Private Federated Learning Without a Trusted Server: Optimal Algorithms for Convex Losses
  17 Jun 2021 2 repositories listed Syntology official (archive's flag): 4 ran · 4 ran (of which 0 constructed an object rather than computing a result; 4 with no instrument failure: 3 honoured, 1 violated, 0 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (of 4 harvested samples)
• No Fear of Heterogeneity: Classifier Calibration for Federated Learning with Non-IID Data
  9 Jun 2021 2 repositories listed Syntology 1 ran (of which 1 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 0 violated, 1 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified; the one sample that ran constructed an object rather than computing a result (of 1 harvested sample) · 1 pointer-only (licence)
• FedScale: Benchmarking Model and System Performance of Federated Learning at Scale
  24 May 2021 2 repositories listed Syntology official (archive's flag): 2 ran · 3 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 0 honoured, 0 violated, 2 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified (of 3 harvested samples)
• Fast Federated Learning by Balancing Communication Trade-Offs
  23 May 2021 2 repositories listed
• HyFed: A Hybrid Federated Framework for Privacy-preserving Machine Learning
  21 May 2021 2 repositories listed
• User-Level Label Leakage from Gradients in Federated Learning
  19 May 2021 2 repositories listed Syntology official (archive's flag): 3 ran · 3 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 0 honoured, 0 violated, 3 with no contract checked; 0 where Syntology's instrument failed) · 3 unverified (of 6 harvested samples)
• The Federated Tumor Segmentation (FeTS) Challenge
  12 May 2021 2 repositories listed Syntology official (archive's flag): 2 ran · 2 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 1 honoured, 1 violated, 0 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (of 2 harvested samples) · 2 pointer-only (licence)
• Personalized Federated Learning using Hypernetworks
  8 Mar 2021 2 repositories listed
• Moshpit SGD: Communication-Efficient Decentralized Training on Heterogeneous Unreliable Devices
  4 Mar 2021 2 repositories listed Syntology official (archive's flag): 1 ran · 1 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 0 violated, 1 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (of 1 harvested sample)
• Heterogeneity for the Win: One-Shot Federated Clustering
  1 Mar 2021 2 repositories listed
• Scalable federated machine learning with FEDn
  27 Feb 2021 2 repositories listed
• FjORD: Fair and Accurate Federated Learning under heterogeneous targets with Ordered Dropout
  26 Feb 2021 2 repositories listed Syntology community repositories only · 2 ran (of which 2 constructed an object rather than computing a result; 2 with no instrument failure: 0 honoured, 0 violated, 2 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified; every one of the 2 samples that ran constructed an object rather than computing a result (of 3 harvested samples)
• Practical and Private (Deep) Learning without Sampling or Shuffling
  26 Feb 2021 2 repositories listed Syntology official (archive's flag): 3 ran · 3 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 1 honoured, 0 violated, 0 with no contract checked; 2 where Syntology's instrument failed) · 0 unverified (of 3 harvested samples)
• Label Leakage and Protection in Two-party Split Learning
  17 Feb 2021 2 repositories listed Syntology community repositories only · 1 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified (of 1 harvested sample)

Syntology lines on 47 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced; each line links to that paper's sample list. Syntology's record for this page has not changed since 2026-09-28, the first build that kept a record date for it; when this build read Syntology's graph is in the build record. For agents: get_harvested_code_for_paper(arxiv_id) lists each paper's samples; how to connect.