Pith Number

pith:EZZQM7JX

pith:2026:EZZQM7JXSXZU2ZEGYI7RB5NUFT

not attested not anchored not stored refs pending

Uncertainty-Aware Trust Estimation for Multi-LLM Systems via Structured Expert Judgement

Jiawei Zheng, Jiazhen Zhang

arxiv:2607.20529 v1 · 2026-07-10 · cs.LG · cs.AI

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{EZZQM7JXSXZU2ZEGYI7RB5NUFT}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Receipt and verification

First computed	2026-07-24T00:23:20.570121Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2673067d3795f34d6486c23f10f5b42ce8c93f57faf0b238adddecbbf9edaf4f

Aliases

arxiv: 2607.20529 · arxiv_version: 2607.20529v1 · doi: 10.48550/arxiv.2607.20529 · pith_short_12: EZZQM7JXSXZU · pith_short_16: EZZQM7JXSXZU2ZEG · pith_short_8: EZZQM7JX

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/EZZQM7JXSXZU2ZEGYI7RB5NUFT \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: 2673067d3795f34d6486c23f10f5b42ce8c93f57faf0b238adddecbbf9edaf4f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e134f178321fee15417501e4ac2934c76d2f18df617929e506c187799094d4ed",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-07-10T08:47:05Z",
    "title_canon_sha256": "25917c019f494a3960488f82b1986262447c1081f85d66f05b4392f0e74fb860"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2607.20529",
    "kind": "arxiv",
    "version": 1
  }
}