Buildability / Receipt
When Errors Can Be Beneficial: A Categorization of Imperfect Rewards for Policy Gradient
This public receipt window renders only fields present in the canonical receipt object, deterministic fixture receipt, or canonical evidence receipt. Missing compute, demo, hash, signature, approval, telemetry, and adoption fields stay explicit.
Public buildability page receipt window
Not build-ready: When Errors Can Be Beneficial: A Categorization of Imperfect Rewards for Policy Gradient
/buildability/when-errors-can-be-beneficial-a-categorization-of-imperfect-rewards-for-policy-gradient
Subject: When Errors Can Be Beneficial: A Categorization of Imperfect Rewards for Policy Gradient
Verdict
Ignore
Verdict is Ignore because current viability and proof state do not clear the buildability gate.
Time to first demo
Insufficient data
No first-demo timestamp, owner estimate, or elapsed demo receipt is attached to this surface.
Compute envelope
Data
Thus, −∆1πθ (y⋆) + ∆2πθ t t πθ t √γ, and rearranging this inequality gives (Ybad) ≥ √γ + ∆1πθ √γ ∆2 (y⋆) ∆2 ≥ . (28) t (Ybad) ≥ (y⋆) ≥ 0. By the bound on γ in Item 1 of Lemma 6
Compute
Thus, −∆1πθ (y⋆) + ∆2πθ t t πθ t √γ, and rearranging this inequality gives (Ybad) ≥ √γ + ∆1πθ √γ ∆2 (y⋆) ∆2 ≥ . (28) t (Ybad) ≥ (y⋆) ≥ 0. By the bound on γ in Item 1 of Lemma 6, together with πθ Here, the second inequality uses ∆1πθ t (ymed) > 0.67 (shown above when bounding I1)
Inference
Thus, −∆1πθ (y⋆) + ∆2πθ t t πθ t √γ, and rearranging this inequality gives (Ybad) ≥ √γ + ∆1πθ √γ ∆2 (y⋆) ∆2 ≥ . (28) t (Ybad) ≥ (y⋆) ≥ 0. By the bound on γ in Item 1 of Lemma 6, together with πθ Here, the second inequality uses ∆1πθ t (ymed) > 0.67 (shown above when bounding I1)
Hardware
Thus, −∆1πθ (y⋆) + ∆2πθ t t πθ t √γ, and rearranging this inequality gives (Ybad) ≥ √γ + ∆1πθ √γ ∆2 (y⋆) ∆2 ≥ . (28) t (Ybad) ≥ (y⋆) ≥ 0. By the bound on γ in Item 1 of Lemma 6, together with πθ Here, the second inequality uses ∆1πθ t (ymed) > 0.67 (shown above when bounding I1)
Evidence ids
Receipt path
/buildability/when-errors-can-be-beneficial-a-categorization-of-imperfect-rewards-for-policy-gradient
Paper ref
when-errors-can-be-beneficial-a-categorization-of-imperfect-rewards-for-policy-gradient
arXiv id
2604.25872
Freshness
Generated at
2026-04-29T03:18:56.193Z
Evidence freshness
fresh
Last verification
2026-04-29T03:18:56.193Z
Sources
4
References
0
Coverage
67%
Hash state
Lineage hash
756332aa5119daa33243b5bd309f00c580749b1155a2caf80be93e226d46baa7
Canonical opportunity-kernel lineage hash.
Signature state
External signature
unsigned_external
No founder, registry, pilot, or production-adoption signature is attached to this receipt.
Verification
not_verified
Verification is blocked until an external signature is provided.
Blockers
- Missing: references
- Missing: proof_status
- Unknown: proof verification has not been recorded yet
Canonical opportunity-kernel evidence is available for this receipt window.
references
proof_status
Truth Boundary
External gate remains unresolved for live deployment claims.
Buildability surfaces only report computed viability and proof receipts. They do not claim live production usage, pilot outcomes, founder sign-off, public Brier calibration, judge divergence, or external adoption unless explicitly sourced.