Awesome papers about machine learning (deep learning) on dynamic (temporal) graphs (networks / knowledge graphs).
Distributed Temporal Graph Analytics with Apache Flink
Advances on machine learning of dynamic (temporal) graphs, covering the reading list of recent top academic conferences.
privacy-first context graph engine for AI agents and human teams.
world-model-mcp is a signed audit memory server for AI coding agents, delivered as an MCP tool. Every event Ed25519-signed and Merkle-chained; offline-verifiable against pinned public keys. Hosted platform with hybrid post-quantum signing at etch.systems.
the 1st place of WSDM 2022 Challenge (Temporal Link Prediction)
Persistent memory for AI coding agents via MCP — a bitemporal knowledge graph of your codebase, served to Claude Code, Cursor, Gemini CLI, and any MCP client. Tree-sitter + Gemini Flash → Neo4j (via Graphiti). 12 MCP tools, hierarchical clusters, two-regime confidence decay.
A curated list of graph datasets of various types, including plaingraphs, attributed graphs, bipartite graphs, text-attributed graphs, multi-modal graphs, temporal graphs, etc.
GenPark AI Agent Skill - Consolidates episodic dialogue logs into semantic long-term memory summaries with importance decay and salience filters.
GenPark AI Agent Skill - Extracts clean (Subject, Predicate, Object) triplets and temporal relations from unstructured interactions.
GenPark AI Agent Skill - Reciprocal Rank Fusion (RRF) combining dense vector similarity with graph traversal shortest-path proximity.
GenPark AI Agent Skill - Consolidates episodic dialogue logs into semantic long-term memory summaries with importance decay and salience filters.
GenPark AI Agent Skill - Extracts clean (Subject, Predicate, Object) triplets and temporal relations from unstructured interactions.
GenPark AI Agent Skill - Resolves conversational pronouns and ambiguous entity references to canonical graph entity node identifiers.
Source code for paper "Towards Efficient Simulation-based Constrained Temporal Graph Pattern Matching"
GenPark AI Agent Skill - Bitemporal knowledge graph edge manager enforcing valid-time and transaction-time intervals for agent memory.
GenPark AI Agent Skill - Bitemporal knowledge graph edge manager enforcing valid-time and transaction-time intervals for agent memory.
GenPark AI Agent Skill - Resolves conversational pronouns and ambiguous entity references to canonical graph entity node identifiers.
GenPark AI Agent Skill - Reciprocal Rank Fusion (RRF) combining dense vector similarity with graph traversal shortest-path proximity.
Experiments Using Knowledge and Temporal Graphs
To associate your repository with the temporal-graph topic, visit your repo's landing page and select "manage topics."