temporal-knowledge-graph

A collection of research on knowledge graphs

We build KGs the way nature builds matter

Archive of Temporal Knowledge Reasoning in Social Network and Knowledge Graph

DreamGraph is a graph-governed conceptual development environment (CDE) that turns plans, architecture decisions, and project knowledge into auditable execution through a persistent cognitive graph.

Some papers on Temporal Knowledge Graph Embedding and Reasoning

[WSDM 2022] EvoKG: Jointly Modeling Event Time and Network Structure for Reasoning over Temporal Knowledge Graphs

[NeurIPS 2023] TFLEX: Temporal Feature-Logic Embedding Framework for Complex Reasoning over Temporal Knowledge Graph

The official repo of TimeLlama, an instruction-finetuned Llama2 series that improve complex temporal reasoning ability.

[WWW 2023] The source code of "Learning Long- and Short-term Representations for Temporal Knowledge Graph Reasoning"

Metronix Memory is self-hosted memory infrastructure for AI agents: MCP-native, local-model friendly, with hybrid RAG, a temporal knowledge graph and ontology layer, durable memory, freshness checks, and agent-scoped context

Along the Time: Timeline-traced Embedding for Temporal Knowledge Graph Completion

Agentic memory infra for AI agents

Temporal Attribute Prediction via Joint Modeling of Multi-Relational Structure Evolution

ChronoKGE - A knowledge graph embedding framework for time-focused representation learning (RepL4NLP @ ACL 2022)

AKGR: Awesome Knowledge Graph Reasoning is a collection of knowledge graph reasoning works, including papers, codes and datasets

Open-source, multi-provider research automation with persistent experts, eval-based routing, and cost guardrails.

Thin Rust knowledge-graph service over LadybugDB. Logical successor to the Python graphiti fork.

EMNLP 2018: HyTE: Hyperplane-based Temporally aware Knowledge Graph Embedding

Code for https://arxiv.org/abs/1907.03143

GapTime: bi-temporal knowledge-graph memory for production agents. Every fact carries valid time and transaction time, so you time-travel to what was known at any instant, supersede outdated facts without losing history, and detect contradictions. Zero dependencies, TypeScript, edge-ready.