Knowledge Graphs

935 papers with code • 3 benchmarks • 41 datasets

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Libraries

Use these libraries to find Knowledge Graphs models and implementations
4 papers
2,072
3 papers
1,926
3 papers
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2 papers
585

Unleashing the Power of Imbalanced Modality Information for Multi-modal Knowledge Graph Completion

zjukg/adamf-mat 22 Feb 2024

To address the mentioned problems, we propose Adaptive Multi-modal Fusion and Modality Adversarial Training (AdaMF-MAT) to unleash the power of imbalanced modality information for MMKGC.

9
22 Feb 2024

TILP: Differentiable Learning of Temporal Logical Rules on Knowledge Graphs

xiongsiheng/tilp 19 Feb 2024

Compared with static knowledge graphs, temporal knowledge graphs (tKG), which can capture the evolution and change of information over time, are more realistic and general.

4
19 Feb 2024

ASGEA: Exploiting Logic Rules from Align-Subgraphs for Entity Alignment

zjukg/MEAformer 16 Feb 2024

Entity alignment (EA) aims to identify entities across different knowledge graphs that represent the same real-world objects.

40
16 Feb 2024

Forecasting high-impact research topics via machine learning on evolving knowledge graphs

artificial-scientist-lab/impact4cast 13 Feb 2024

We envision that the ability to predict the impact of new ideas will be a crucial component of future artificial muses that can inspire new impactful and interesting scientific ideas.

9
13 Feb 2024

Extensible Multi-Granularity Fusion Network for Aspect-based Sentiment Analysis

TYZY89/EMGF 12 Feb 2024

This paper presents the Extensible Multi-Granularity Fusion (EMGF) network, which integrates information from dependency and constituent syntactic, attention semantic , and external knowledge graphs.

4
12 Feb 2024

PKG API: A Tool for Personal Knowledge Graph Management

iai-group/pkg-api 12 Feb 2024

Personal knowledge graphs (PKGs) offer individuals a way to store and consolidate their fragmented personal data in a central place, improving service personalization while maintaining full user control.

0
12 Feb 2024

X-LoRA: Mixture of Low-Rank Adapter Experts, a Flexible Framework for Large Language Models with Applications in Protein Mechanics and Design

ericlbuehler/xlora 11 Feb 2024

We develop a tailored X-LoRA model that offers scientific capabilities including forward/inverse analysis tasks and enhanced reasoning capability, focused on biomaterial analysis, protein mechanics and design.

41
11 Feb 2024

Knowledge Graphs Meet Multi-Modal Learning: A Comprehensive Survey

zjukg/kg-mm-survey 8 Feb 2024

In this survey, we carefully review over 300 articles, focusing on KG-aware research in two principal aspects: KG-driven Multi-Modal (KG4MM) learning, where KGs support multi-modal tasks, and Multi-Modal Knowledge Graph (MM4KG), which extends KG studies into the MMKG realm.

150
08 Feb 2024

SPARQL Generation: an analysis on fine-tuning OpenLLaMA for Question Answering over a Life Science Knowledge Graph

riken-dko/generation_sparql 7 Feb 2024

The recent success of Large Language Models (LLM) in a wide range of Natural Language Processing applications opens the path towards novel Question Answering Systems over Knowledge Graphs leveraging LLMs.

7
07 Feb 2024

Understanding the Reasoning Ability of Language Models From the Perspective of Reasoning Paths Aggregation

wangxinyilinda/lm_random_walk 5 Feb 2024

To understand how pre-training with a next-token prediction objective contributes to the emergence of such reasoning capability, we propose that we can view an LM as deriving new conclusions by aggregating indirect reasoning paths seen at pre-training time.

2
05 Feb 2024