AI Networking Cookbook: Practical recipes for AI-assisted network automation and development
Author
Michael Cochez
ELLIS institute Finland, Åbo akademi University, Vrije Universiteit Amsterdam
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InductWave: Inductive Multi-Hop Logical Query Answering on Knowledge Graphs
The proposed InductWave, a wavelet-based inductive embedding method for logical query answering on large KGs, performs on par with the baseline models while having half the number of message-passing layers, and outperforms all of them in most cases.
Neuro-Symbolic Meta-Policies for Temporal Knowledge-Graph Memory under Partial Observability
Partially observable reinforcement learning requires deciding what to retain, retrieve, and forget over time. We introduce a neuro-symbolic meta-policy that learns which symbolic memory heuristic to apply at each decision point while keeping execution symbolic. Our setting uses temporal knowledge-graph memory in RoomKG...