Buildability / Receipt
Decoding by Perturbation: Mitigating MLLM Hallucinations via Dynamic Textual Perturbation
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: Decoding by Perturbation: Mitigating MLLM Hallucinations via Dynamic Textual Perturbation
/buildability/decoding-by-perturbation-mitigating-mllm-hallucinations-via-dynamic-textual-perturbation
Subject: Decoding by Perturbation: Mitigating MLLM Hallucinations via Dynamic Textual Perturbation
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
Structured compute envelope
Insufficient data
No data, compute, hardware, memory, latency, dependency, or serving requirement receipt is attached.
Evidence ids
Receipt path
/buildability/decoding-by-perturbation-mitigating-mllm-hallucinations-via-dynamic-textual-perturbation
Paper ref
decoding-by-perturbation-mitigating-mllm-hallucinations-via-dynamic-textual-perturbation
arXiv id
2604.12424
Freshness
Generated at
2026-04-15T16:59:33.143Z
Evidence freshness
stale
Last verification
2026-04-15T16:59:33.143Z
Sources
3
References
0
Coverage
50%
Hash state
Lineage hash
467f37f3538ca4dc7cd46eb7ea6511f2f1aea7425151ea1ee0f30c89c1ebe34b
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: repo_url
- Missing: references
- Missing: proof_status
- Unknown: proof verification has not been recorded yet
Some score or evidence fields are outside the preferred freshness window.
repo_url
references
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.