Stars
A Pair Programming Framework for Code Generation via Multi-Plan Exploration and Feedback-Driven Refinement, ASE 2024 (Distinguished Paper Award)
Official Implementation of ICML 2025 Paper: "Graph-constrained Reasoning: Faithful Reasoning on Knowledge Graphs with Large Language Models".
A Knowledge Graph Foundation Model for Universal In-Context Reasoning, NeurIPS 2024
Finetuning Generative Large Language Models with Discrimination Instructions for Knowledge Graph Completion, ISWC 2024
Expanding the Scope: Inductive Knowledge Graph Reasoning with Multi-Starting Progressive Propagation, ISWC 2024
Convert any text to a graph of knowledge. This can be used for Graph Augmented Generation or Knowledge Graph based QnA
[ACL 2024] An Easy-to-use Knowledge Editing Framework for LLMs.
KnowLA: Enhancing Parameter-efficient Finetuning with Knowledgeable Adaptation, NAACL 2024
RelBench: Relational Deep Learning Benchmark
Knowledge Graph Reasoning with Relational Digraph. WebConf 2022
Improving Continual Relation Extraction by Distinguishing Analogous Semantics, ACL 2023
A collection of research papers, datasets and software related to knowledge graphs for drug discovery. Accompanies the paper "A review of biomedical datasets relating to drug discovery: a knowledge…
PromptKG Family: a Gallery of Prompt Learning & KG-related research works, toolkits, and paper-list.
Facing Changes: Continual Entity Alignment for Growing Knowledge Graphs, ISWC 2022
Lifelong Embedding Learning and Transfer for Growing Knowledge Graphs, AAAI 2023
IJCAI 2022 Long Presentation: An inductive KG link prediction utilizing neighboring relations from two aspects and using the MI maximization.
Combining relational context and relational paths for knowledge graph completion
Combining relational context and relational paths for knowledge graph completion
Compositional and Parameter-Efficient Representations for Large Knowledge Graphs (ICLR'22)
The code of paper Topology-Aware Correlations Between Relations for Inductive Link Prediction in Knowledge Graphs. Jiajun Chen, Huarui He, Feng Wu, Jie Wang. AAAI 2021.
Communicative Message Passing for Inductive Relation Reasoning（AAAI-2021）
Official Code Repository for the paper "Learning to Extrapolate Knowledge: Transductive Few-shot Out-of-Graph Link Prediction" (NeurIPS 2020)
Inductive relation prediction by subgraph reasoning, ICML'20
Trustworthy Knowledge Graph Completion Based on Multi-sourced Noisy Data, WWW 2022
Enhancing Document-level Relation Extraction by Entity Knowledge Injection, ISWC 2022
I Know What You Do Not Know: Knowledge Graph Embedding via Co-distillation Learning, CIKM 2022