Buildability / Receipt
Rethinking Exploration in RLVR: From Entropy Regularization to Refinement via Bidirectional Entropy Modulation
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
Watch and verify: Rethinking Exploration in RLVR: From Entropy Regularization to Refinement via Bidirectional Entropy Modulation
/buildability/rethinking-exploration-in-rlvr-from-entropy-regularization-to-refinement-via-bidirectional-entropy-modulation
Subject: Rethinking Exploration in RLVR: From Entropy Regularization to Refinement via Bidirectional Entropy Modulation
Verdict
Watch
Verdict is Watch because viability or proof quality is intermediate and should be re-evaluated before execution.
Time to first demo
Insufficient data
No first-demo timestamp, owner estimate, or elapsed demo receipt is attached to this surface.
Compute envelope
Data
{"file name": "input.pdf", "number of pages": 14, "author": "Hengrui Gu; Xiaotian Han; Yujing Bian; Kaixiong Zhou"
Compute
{"file name": "input.pdf", "number of pages": 14, "author": "Hengrui Gu; Xiaotian Han; Yujing Bian; Kaixiong Zhou", "title": "Rethinking Exploration in RLVR: From Entropy Regularization to Refinement via Bidirectional Entropy Modulation", "creation date": null, "modification date": null, "kids": []}
Inference
{"file name": "input.pdf", "number of pages": 14, "author": "Hengrui Gu; Xiaotian Han; Yujing Bian; Kaixiong Zhou", "title": "Rethinking Exploration in RLVR: From Entropy Regularization to Refinement via Bidirectional Entropy Modulation", "creation date": null, "modification date": null, "kids": []}
Hardware
{"file name": "input.pdf", "number of pages": 14, "author": "Hengrui Gu; Xiaotian Han; Yujing Bian; Kaixiong Zhou", "title": "Rethinking Exploration in RLVR: From Entropy Regularization to Refinement via Bidirectional Entropy Modulation", "creation date": null, "modification date": null, "kids": []}
Evidence ids
Receipt path
/buildability/rethinking-exploration-in-rlvr-from-entropy-regularization-to-refinement-via-bidirectional-entropy-modulation
Paper ref
rethinking-exploration-in-rlvr-from-entropy-regularization-to-refinement-via-bidirectional-entropy-modulation
arXiv id
2604.04894
Freshness
Generated at
2026-04-07T20:13:34.907Z
Evidence freshness
fresh
Last verification
2026-04-07T20:13:34.907Z
Sources
0
References
0
Coverage
0%
Hash state
Lineage hash
afccd99087be6b88241fa989e9db738ffd059bb8cd65184b216c26444589316d
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: paper_evidence_receipts.references_count
- Missing: paper_evidence_receipts.coverage
- Unknown: Canonical evidence receipt has not been materialized yet.
Some score or evidence fields are outside the preferred freshness window.
paper_evidence_receipts.references_count
paper_evidence_receipts.coverage
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.