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.

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.

A curated list of graph datasets of various types, including plaingraphs, attributed graphs, bipartite graphs, text-attributed graphs, multi-modal graphs, temporal graphs, etc.

the 1st place of WSDM 2022 Challenge (Temporal Link Prediction)

Open-source MCP server and hook service that keeps Claude Code and Codex engineering context current as the code changes, and holds edits whose evidence changed.

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

Leakage-safe temporal graph fraud detection and investigation workbench

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

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.

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

VALI - verification-gated coding platform: Z3-proved refactors, ThoughtGraph reasoning DAG, temporal time-travel over agent edits

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.