temporal-graph

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.

Temporal knowledge graph + authenticated audit chain for AI coding agents. Prevents hallucinations, repeated mistakes, regressions across 12 runtime adapters (Claude Code, Cursor, Codex, Copilot, Cline, Continue, and more). FIPS 205 hybrid signing (Ed25519 + SLH-DSA), streaming offline reference verifier. Hosted companion: 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.

Source code for paper "Towards Efficient Simulation-based Constrained Temporal Graph Pattern Matching"

Experiments Using Knowledge and Temporal Graphs

Real-time global intelligence platform — OSINT monitoring + multi-agent predictive simulation in Gleam/OTP

Privacy-aware activity tracking system with semantic search, temporal graphs, and ML-based context prediction

Shared context substrate for AI agents. Retrieval that learns what's useful. Runs local or cloud.

Temporal graph model on DOM

RAPTOR (Round-bAsed Public Transit Optimized Router) TypeScript implementation

Unified Parallel Semantic Log Parsing based on Causal Graph Construction for Attack Attribution

The continuity substrate for AI agents — memory that becomes a mind: a versioned self-model, a cognitive heartbeat, a shared cortex, metacognition & debate, on temporal-graph memory. Apache-2.0, zero-dep core.

Local-first temporal knowledge graph memory for AI agents. Runs with Ollama — no API keys required. Single Go binary + SQLite. Hybrid search, MCP server, REST API, interactive TUI.

Temporal GraphRAG: dynamic ontology induction for causal memory compression in long-horizon LLM agents. Achieves 1.0 causal recall with 95–98% graph compression across 10K–30K session corpora.

Starter template for building LangGraph agents with real long-term memory using OpenMemory’s temporal graph.