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.
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
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.
GGames is a Python package that provides functions to study games on graphs that can be either static or time-varying.
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