temporal-knowledge-graph

World's first open-source enterprise world model.

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

Agentic memory infra for AI agents

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"

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

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

CLI + MCP for agent context: a task layer over TickTick, Notion, GitHub, Obsidian & more (RRF retrieval, provenance, reviewed writes, undo) plus a knowledge-graph layer — ats kg: facts from any source, human-ratified. Recommended engines: Graphiti (server), LadybugDB (embedded).

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

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

Build persistent AI domain experts from bounded, auditable research. Durable beliefs, confidence, contradictions, provenance, and cost guardrails.

RoMem: Continuous Phase Rotation for Temporal Knowledge Graphs and Agentic Memory (EMNLP 2026 Main)

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

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