Methods › Computer Vision › Localization Models › Fragmentation
Fragmentation
Introduced by Anant Kumar et al. in Improving Expressivity of Graph Neural Networks using Localization
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
Given a pattern P, that is more complicated than the patterns, we fragment P into simpler patterns such that their exact count is known. In the subgraph GNN proposed earlier, look into the subgraph of the host graph. We have seen that this technique is scalable on large graphs. Also, we have seen that subgraph GNN is more expressive and efficient than traditional GNN. So, we tried to explore the expressibility when the pattern is fragmented into smaller subpatterns.
Papers archive 2025-07-28
30 shown of 123, 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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From Semantic Web and MAS to Agentic AI: A Unified Narrative of the Web of Agents 14 Jul 2025 · 0 repositories · arXiv:2507.10644
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Entangled Threats: A Unified Kill Chain Model for Quantum Machine Learning Security 11 Jul 2025 · 0 repositories · arXiv:2507.08623
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Graft: Integrating the Domain Knowledge via Efficient Parameter Synergy for MLLMs 30 Jun 2025 · 0 repositories · arXiv:2506.23940
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Tube into pearls: A membrane-driven pearling instability shapes platelet biogenesis 24 Jun 2025 · 0 repositories · arXiv:2506.19966
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MiCo: Multiple Instance Learning with Context-Aware Clustering for Whole Slide Image Analysis 22 Jun 2025 · 1 repository · arXiv:2506.18028
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From Data to Decision: Data-Centric Infrastructure for Reproducible ML in Collaborative eScience 19 Jun 2025 · 0 repositories · arXiv:2506.16051
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OneRec Technical Report 16 Jun 2025 · 0 repositories · arXiv:2506.13695
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OpenUnlearning: Accelerating LLM Unlearning via Unified Benchmarking of Methods and Metrics 14 Jun 2025 · 1 repository · arXiv:2506.12618Syntology ran 1 of 9 samples · 8 unverified
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Paged Attention Meets FlexAttention: Unlocking Long-Context Efficiency in Deployed Inference 8 Jun 2025 · 0 repositories · arXiv:2506.07311
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Pre-training for Recommendation Unlearning 28 May 2025 · 0 repositories · arXiv:2505.22649
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Collaborative Agentic AI Needs Interoperability Across Ecosystems 25 May 2025 · 0 repositories · arXiv:2505.21550
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Scientific machine learning in Hydrology: a unified perspective 24 May 2025 · 0 repositories · arXiv:2506.06308
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Date Fragments: A Hidden Bottleneck of Tokenization for Temporal Reasoning 22 May 2025 · 0 repositories · arXiv:2505.16088
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GSDFuse: Capturing Cognitive Inconsistencies from Multi-Dimensional Weak Signals in Social Media Steganalysis 20 May 2025 · 1 repository · arXiv:2505.17085
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Polymer Data Challenges in the AI Era: Bridging Gaps for Next-Generation Energy Materials 15 May 2025 · 0 repositories · arXiv:2505.13494
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FLUXLAYER: High-Performance Design for Cross-chain Fragmented Liquidity 14 May 2025 · 0 repositories · arXiv:2505.09423
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Enhancing Chemical Reaction and Retrosynthesis Prediction with Large Language Model and Dual-task Learning 5 May 2025 · 0 repositories · arXiv:2505.02639Syntology ran 0 of 1 samples · 1 unverified
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Ask2Loc: Learning to Locate Instructional Visual Answers by Asking Questions 22 Apr 2025 · 1 repository · arXiv:2504.15918
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Leveraging Language Models for Automated Patient Record Linkage 21 Apr 2025 · 0 repositories · arXiv:2504.15261
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CAGS: Open-Vocabulary 3D Scene Understanding with Context-Aware Gaussian Splatting 16 Apr 2025 · 0 repositories · arXiv:2504.11893
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Hierarchical Modeling for Medical Visual Question Answering with Cross-Attention Fusion 4 Apr 2025 · 0 repositories · arXiv:2504.03135
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Universally applicable and tunable graph-based coarse-graining for Machine learning force fields 24 Mar 2025 · 0 repositories · arXiv:2504.01973
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Agentic Search Engine for Real-Time IoT Data 15 Mar 2025 · 1 repository · arXiv:2503.12255
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Pooling Liquidity Pools in AMMs 12 Mar 2025 · 0 repositories · arXiv:2503.09765
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The Unified Control Framework: Establishing a Common Foundation for Enterprise AI Governance, Risk Management and Regulatory Compliance 7 Mar 2025 · 0 repositories · arXiv:2503.05937
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Patterning Silver Nanowire Network via the Gibbs-Thomson Effect 3 Mar 2025 · 0 repositories · arXiv:2503.01549
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Graph Neural Networks embedded into Margules model for vapor-liquid equilibria prediction 26 Feb 2025 · 1 repository · arXiv:2502.18998
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Sample Selection via Contrastive Fragmentation for Noisy Label Regression 25 Feb 2025 · 1 repository · arXiv:2502.17771Syntology ran 2 of 8 samples · 6 unverified
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Paradigms of AI Evaluation: Mapping Goals, Methodologies and Culture 21 Feb 2025 · 0 repositories · arXiv:2502.15620
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UniGO: A Unified Graph Neural Network for Modeling Opinion Dynamics on Graphs 17 Feb 2025 · 0 repositories · arXiv:2502.11519
Tasks archive 2025-07-28
20 shown of 159 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