Test no-delay policy learning in MESS3 variant 2 - #24
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Co-authored-by: Alex Vardakostas <Al-does@users.noreply.github.com>
Co-authored-by: Alex Vardakostas <Al-does@users.noreply.github.com>
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Summary
delay=1delay=0intervention on an RTX 4090Diagnosis
Actions are
0=noop,1=positive, and2=negative. The previous policy collapsed to always positive (action 1). Positive beats noop until reward-state belief exceeds 0.7541, but after a delayed observation the current belief is bounded by the largest transition probability, 0.3324. The intended noop region is unreachable, so entropy annealing cannot solve this condition.Vast result
Seed 42, 1,022,738 environment steps:
The conditioned policy is already visible at 527,868 steps, so a 5–10M-step run is unnecessary for this intervention.
Validation
uv run pytest -q tests/test_mess3_reward_state_action_symmetry_cycle_1.py— 16 passeduv run pytest -q -m "not slow"— 82 passed, 1 skipped, 1 deselected