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Zero-Shot Instruction Following in RL via Structured LTL Representations

A GNN encodes LTL instructions as Boolean formula sequences conditioning a policy, improving zero-shot multi-event RL instruction following in complex environments.

Mathias Jackermeier, Mattia Giuri, Jacques Cloete, Alessandro Abate

Sydney Poster Session 2, Tue, Dec 8, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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AI panel: 4 of 20 reviewers recommend it
lenient 3/5
medium 1/10
strict 0/5