Independent Euler point-agent simulator

Imperfect state

Control with delayed and uncertain state

Baseline retained. The aware controller retained 965 collision pair-steps and failed the progress gates.

Simulation episodes
288
3 controllers × 6 conditions × 16 seeds
Collision pair-steps
965
Aware controller total; not distinct crashes
Steps per episode
128
6 agents; 0.25 s step
Paired seeds per case
16
18 condition / comparison cases

Recorded evidence

Results

Three controllers across six state-error conditions and 16 seeds.

Case 1 of 18nominal · aware − oracle

Each arm: 16 episodes, 128 steps, 6 agents; pair-steps are not independent trials.
OutcomeBaseline countBaseline denominatorCandidate countCandidate denominator
Collision pair-steps030,720030,720
Wall agent-steps012,288012,288
Fallback agent-steps012,288012,288
Arrivals / agent missions96969696
16 paired seeds. Progress is not clipped; arrival is not landing.
MetricoracleawareCandidate − baseline95% interval lower95% interval upper
Goal-distance progress fraction11000
True footprint fraction0.2194820.219482000
Fleet path m / episode133.474133.474000

null = missing or not applicable, never zero. Intervals and sample sizes are reported in each table. Scroll tables horizontally to see every column.

Report figures

Collision pair-steps by condition and controller.
01Collision pair-steps by condition and controller.
Goal-distance progress by condition and controller.
02Goal-distance progress by condition and controller.
Methods & interpretation

The uncertainty-aware controller is not safe: collisions remain, packet-drop outcomes worsen, and latency/combined progress stalls. This independent Euler toy simulator does not validate the frozen field planner. No promotion or Gaussian strict certification. Packet loss can worsen outcomes. Bounds assume declared bounded uniform support; Gaussian calibration is not an episode safety study.