Non-stationary Environment

An environment where the underlying dynamics or reward structure changes over time, testing adaptation.

Neighborhood — ranked by edge-count

paper

cosine ≥ 0.65 · no typed edge

Entities in the same semantic neighborhood but without a typed relation to this one — candidates for new edges or unrecognized duplicates.

Non-Stationary Gridworld Environmentmethod0.864
7x7 gridworld where food changes location to another corner every 1250 steps; agent lifetime 5000 steps
Stationary Gridworld Environmentmethod0.812
7x7 gridworld where food state does not change position during agent lifetime of 2500 steps
Static Environmentsconcept0.778
environmentconcept0.771
The physical or conceptual space where loose parts are situated.
variables in an environmentconcept0.750
The diverse materials, shapes, phenomena, media, sounds, etc. that constitute loose parts and drive inventiveness.
Non-deterministic Transition Systemconcept0.741
Binary relation (S, S, R) on a set modeling computational state transitions; point of entry to coalgebra theory.
Non-Selfconcept0.740
Buddhist doctrine that there is no permanent self; grounds non-duality in AI alignment by eliminating adversarial self-preservation
life (quality in environments)concept0.738
The felt quality of wholeness and adaptation that makes a place truly sustainable and nourishing.