Buildability / Receipt
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
/buildability/using-reward-uncertainty-to-induce-diverse-behaviour-in-reinforcement-learning
Subject: Using Reward Uncertainty to Induce Diverse Behaviour in Reinforcement Learning
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.
Data
{"file name": "input.pdf", "number of pages": 35, "author": "Anthony GX-Chen; Ankit Anand; Gheorghe Comanici; Zaheer Abbas; Eser Ayg\u00fcn; David Smalling; Shibl Mourad
Truth Boundary
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.
Compute
{"file name": "input.pdf", "number of pages": 35, "author": "Anthony GX-Chen; Ankit Anand; Gheorghe Comanici; Zaheer Abbas; Eser Ayg\u00fcn; David Smalling; Shibl Mourad; Doina Precup; Andr\u00e9 Barreto; Mark Rowland", "title": "Using Reward Uncertainty to Induce Diverse Behaviour in Reinforcement Learning"
Inference
{"file name": "input.pdf", "number of pages": 35, "author": "Anthony GX-Chen; Ankit Anand; Gheorghe Comanici; Zaheer Abbas; Eser Ayg\u00fcn; David Smalling; Shibl Mourad; Doina Precup; Andr\u00e9 Barreto; Mark Rowland", "title": "Using Reward Uncertainty to Induce Diverse Behaviour in Reinforcement Learning"
Hardware
{"file name": "input.pdf", "number of pages": 35, "author": "Anthony GX-Chen; Ankit Anand; Gheorghe Comanici; Zaheer Abbas; Eser Ayg\u00fcn; David Smalling; Shibl Mourad; Doina Precup; Andr\u00e9 Barreto; Mark Rowland", "title": "Using Reward Uncertainty to Induce Diverse Behaviour in Reinforcement Learning"
Receipt path
/buildability/using-reward-uncertainty-to-induce-diverse-behaviour-in-reinforcement-learning
Paper ref
using-reward-uncertainty-to-induce-diverse-behaviour-in-reinforcement-learning
arXiv id
2606.03962
Generated at
2026-06-03T20:46:33.996Z
Evidence freshness
fresh
Last verification
2026-06-03T20:46:33.996Z
Sources
3
References
0
Coverage
50%
Lineage hash
b189d34f6b76551aca2e6dd2b338b58191c35490b6e2f233b1afa3f39a39a78c
Canonical opportunity-kernel lineage hash.
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.
Canonical opportunity-kernel evidence is available for this receipt window.
repo_url
references