Awesome papers about machine learning (deep learning) on dynamic (temporal) graphs (networks / knowledge graphs).
A PyTorch implementation of ACM SIGKDD 2019 paper "Predicting Dynamic Embedding Trajectory in Temporal Interaction Networks"
Advances on machine learning of dynamic (temporal) graphs, covering the reading list of recent top academic conferences.
A Toolbox for Dynamic Mapping in Python
Temporal Network Noise Contrastive Estimation (teneNCE) for Dynamic Link Prediction
GenPark AI Agent Skill - Partial-Order Causal Link (POCL) planning engine maintaining causal dependencies, open subgoals, and ordering constraint promotion/demotion.
GenPark AI Agent Skill - Simple Temporal Network (STN) constraint solver checking temporal consistency, calculating earliest/latest event bounds, and propagating deadlines via Floyd-Warshall.
GenPark AI Agent Skill - Partial-Order Causal Link (POCL) planning engine maintaining causal dependencies, open subgoals, and ordering constraint promotion/demotion.
GenPark AI Agent Skill - Pure Python parser converting Planning Domain Definition Language (PDDL 2.1) domains, action schemas, and problem goals into structured JSON AST objects.
GenPark AI Agent Skill - Hierarchical Task Network (HTN) decomposition engine recursively expanding compound high-level goals into primitive executable action sequences.
GenPark AI Agent Skill - Dynamic plan repair and subgoal re-anchoring engine preserving unaffected downstream pipeline steps when mid-execution failures occur.
GenPark AI Agent Skill - Dynamic plan repair and subgoal re-anchoring engine preserving unaffected downstream pipeline steps when mid-execution failures occur.
GenPark AI Agent Skill - Pure Python parser converting Planning Domain Definition Language (PDDL 2.1) domains, action schemas, and problem goals into structured JSON AST objects.
Python package for importing and analyzing discrete- and continuous-time dynamic networks
Measuring the persistence of activity snippets in evolving networks (KDD '20)
GenPark AI Agent Skill - Hierarchical Task Network (HTN) decomposition engine recursively expanding compound high-level goals into primitive executable action sequences.
GenPark AI Agent Skill - Simple Temporal Network (STN) constraint solver checking temporal consistency, calculating earliest/latest event bounds, and propagating deadlines via Floyd-Warshall.
This Myket Dataset comprises Android application install interactions from a subset of users in the Myket Android application market.
Temporal Network of bicycle usage in Wroclaw (PL)
Source code for CIKM 2019 paper "Temporal Network Embedding with Micro- and Macro-dynamics"
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