Tangle-core abstraction creates overlapping state abstractions for MDPs from graph tangles, with value-preservation guarantees under action consistency and improved empirical compression-return tradeoffs in bottlenecked domains.
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Topology-Aware State Abstraction with Tangle Cores for Markov Decision Processes
Tangle-core abstraction creates overlapping state abstractions for MDPs from graph tangles, with value-preservation guarantees under action consistency and improved empirical compression-return tradeoffs in bottlenecked domains.