graph construction

Benchmarks archive 2025-07-28

No benchmark for this task in the archive.

Libraries

Not in the archive: the export carries no per-task library table, so there is nothing to show at snapshot 2025-07-28.

Datasets archive 2025-07-28

4 datasets whose archive record lists this task, ordered by the archive's paper count.

Subtasks archive 2025-07-28

No subtask under this task in the archive's task tree.

Most implemented papers archive 2025-07-28

30 shown of 220 papers with code (561 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.

• sCAKE: Semantic Connectivity Aware Keyword Extraction
  27 Nov 2018 5 repositories listed
  Combination of the proposed graph construction and scoring methods leads to a novel, parameterless keyword extraction method (sCAKE) based on semantic connectivity of words in the document.
• EFANNA : An Extremely Fast Approximate Nearest Neighbor Search Algorithm Based on kNN Graph
  23 Sep 2016 5 repositories listed
  In this paper, we propose EFANNA, an extremely fast approximate nearest neighbor search algorithm based on $k$NN Graph.
• Visualizing Large-scale and High-dimensional Data
  1 Feb 2016 5 repositories listed
  We propose the LargeVis, a technique that first constructs an accurately approximated K-nearest neighbor graph from the data and then layouts the graph in the low-dimensional space.
• Probabilistic Weather Forecasting with Hierarchical Graph Neural Networks
  7 Jun 2024 4 repositories listed Syntology ran 8 of 15 samples · 7 unverified
  While most current machine learning models focus on deterministic forecasts, accurately capturing the uncertainty in the chaotic weather system calls for probabilistic modeling.
• X-LoRA: Mixture of Low-Rank Adapter Experts, a Flexible Framework for Large Language Models with Applications in Protein Mechanics and Molecular Design
  11 Feb 2024 4 repositories listed
  Starting with a set of pre-trained LoRA adapters, our gating strategy uses the hidden states to dynamically mix adapted layers, allowing the resulting X-LoRA model to draw upon different capabilities and create…
• Structured Sparse R-CNN for Direct Scene Graph Generation
  21 Jun 2021 4 repositories listed Syntology ran 1 of 1 samples · 0 unverified · 1 pointer-only (licence)
  The key to our method is a set of learnable triplet queries and a structured triplet detector which could be jointly optimized from the training set in an end-to-end manner.
• Two-Stream Adaptive Graph Convolutional Networks for Skeleton-Based Action Recognition
  20 May 2018 4 repositories listed
  In addition, the second-order information (the lengths and directions of bones) of the skeleton data, which is naturally more informative and discriminative for action recognition, is rarely investigated in existing…
• DyNet: The Dynamic Neural Network Toolkit
  15 Jan 2017 4 repositories listed Syntology ran 0 of 3 samples · 3 unverified
  In the static declaration strategy that is used in toolkits like Theano, CNTK, and TensorFlow, the user first defines a computation graph (a symbolic representation of the computation), and then examples are fed into an…
• Neighborhood and Graph Constructions using Non-Negative Kernel Regression
  21 Oct 2019 3 repositories listed
  Data-driven neighborhood definitions and graph constructions are often used in machine learning and signal processing applications.
• Graph Neural Networks for Jamming Source Localization
  1 Jun 2025 2 repositories listed
  Graph-based learning provides a powerful framework for modeling complex relational structures; however, its application within the domain of wireless security remains significantly underexplored.
• RAS: Retrieval-And-Structuring for Knowledge-Intensive LLM Generation
  16 Feb 2025 2 repositories listed Syntology ran 1 of 13 samples · 12 unverified · 2 pointer-only (licence)
  Large language models (LLMs) have achieved impressive performance on knowledge-intensive tasks, yet they often struggle with multi-step reasoning due to the unstructured nature of retrieved context.
• Multimodal Contextualized Semantic Parsing from Speech
  10 Jun 2024 2 repositories listed
  We introduce Semantic Parsing in Contextual Environments (SPICE), a task designed to enhance artificial agents' contextual awareness by integrating multimodal inputs with prior contexts.
• CAGRA: Highly Parallel Graph Construction and Approximate Nearest Neighbor Search for GPUs
  29 Aug 2023 2 repositories listed Syntology ran 3 of 12 samples · 9 unverified · 8 pointer-only (licence)
  Data volumes have soared in recent years and the computational cost of an exhaustive exact nearest neighbor search is often prohibitive, necessitating the adoption of approximate techniques.
• CodeKGC: Code Language Model for Generative Knowledge Graph Construction
  18 Apr 2023 2 repositories listed Syntology ran 1 of 16 samples · 15 unverified
  However, large generative language model trained on structured data such as code has demonstrated impressive capability in understanding natural language for structural prediction and reasoning tasks.
• On Analyzing the Role of Image for Visual-enhanced Relation Extraction
  14 Nov 2022 2 repositories listed
  Multimodal relation extraction is an essential task for knowledge graph construction.
• HDGT: Heterogeneous Driving Graph Transformer for Multi-Agent Trajectory Prediction via Scene Encoding
  30 Apr 2022 2 repositories listed
  Based on these observations, we propose Heterogeneous Driving Graph Transformer (HDGT), a backbone modelling the driving scene as a heterogeneous graph with different types of nodes and edges.
• Outlining and Filling: Hierarchical Query Graph Generation for Answering Complex Questions over Knowledge Graphs
  1 Nov 2021 2 repositories listed
  The high-level decoding generates an AQG as a constraint to prune the search space and reduce the locally ambiguous query graph.
• Beta Distribution Guided Aspect-aware Graph for Aspect Category Sentiment Analysis with Affective Knowledge
  1 Nov 2021 2 repositories listed
  To be specific, we first regard each aspect as a pivot to derive aspect-aware words that are highly related to the aspect from external affective commonsense knowledge.
• Molformer: Motif-based Transformer on 3D Heterogeneous Molecular Graphs
  4 Oct 2021 2 repositories listed Syntology ran 3 of 4 samples · 1 unverified · 4 pointer-only (licence)
  Then HMGs are constructed with both atom-level and motif-level nodes.
• ABCD: A Graph Framework to Convert Complex Sentences to a Covering Set of Simple Sentences
  22 Jun 2021 2 repositories listed
  On DeSSE, which has a more even balance of complex sentence types, our model achieves higher accuracy on the number of atomic sentences than an encoder-decoder baseline.
• Robust Point Cloud Registration Framework Based on Deep Graph Matching
  7 Mar 2021 2 repositories listed Syntology ran 25 of 38 samples · 13 unverified · 38 pointer-only (licence)
  In this paper, we propose a novel deep graph matchingbased framework for point cloud registration.
• Large Scale Product Graph Construction for Recommendation in E-commerce
  12 Oct 2020 2 repositories listed
  Building a recommendation system that serves billions of users on daily basis is a challenging problem, as the system needs to make astronomical number of predictions per second based on real-time user behaviors with…
• Deep Relational Reasoning Graph Network for Arbitrary Shape Text Detection
  17 Mar 2020 2 repositories listed Syntology ran 0 of 3 samples · 3 unverified
  In this paper, we propose a novel unified relational reasoning graph network for arbitrary shape text detection.
• Auto-Encoding Twin-Bottleneck Hashing
  27 Feb 2020 2 repositories listed
  One bottleneck (i.
• Skeleton-Based Action Recognition with Multi-Stream Adaptive Graph Convolutional Networks
  15 Dec 2019 2 repositories listed
  Second, the second-order information of the skeleton data, i.
• ICDM 2019 Knowledge Graph Contest: Team UWA
  4 Sep 2019 2 repositories listed
  We present an overview of our triple extraction system for the ICDM 2019 Knowledge Graph Contest.
• Scalable Topological Data Analysis and Visualization for Evaluating Data-Driven Models in Scientific Applications
  19 Jul 2019 2 repositories listed
  With the rapid adoption of machine learning techniques for large-scale applications in science and engineering comes the convergence of two grand challenges in visualization.
• Robust Graph Learning from Noisy Data
  17 Dec 2018 2 repositories listed
  The proposed model is able to boost the performance of data clustering, semisupervised classification, and data recovery significantly, primarily due to two key factors: 1) enhanced low-rank recovery by exploiting the…
• Learning to Propagate Labels: Transductive Propagation Network for Few-shot Learning
  25 May 2018 2 repositories listed
  The goal of few-shot learning is to learn a classifier that generalizes well even when trained with a limited number of training instances per class.
• XGraphRAG: Interactive Visual Analysis for Graph-based Retrieval-Augmented Generation
  10 Jun 2025 1 repository listed
  Graph-based Retrieval-Augmented Generation (RAG) has shown great capability in enhancing Large Language Model (LLM)'s answer with an external knowledge base.

Syntology lines on 9 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. Read from the graph 2026-09-24.