Pith Number

pith:UTWVZ5QQ

pith:2026:UTWVZ5QQR564VEWFUIFFXW6GI3

not attested not anchored not stored refs pending

VerifyMAS: Hypothesis Verification for Failure Attribution in LLM Multi-Agent Systems

Bing Liu, Ee-Peng Lim, Guansong Pang, Hanghang Tong, Hezhe Qiao

arxiv:2605.17467 v1 · 2026-05-17 · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{UTWVZ5QQR564VEWFUIFFXW6GI3}

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	2026-05-20T00:04:40.456661Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a4ed5cf6108f7dca92c5a20a5bdbc646d05a94161472c073290e7e5fba859596

Aliases

arxiv: 2605.17467 · arxiv_version: 2605.17467v1 · doi: 10.48550/arxiv.2605.17467 · pith_short_12: UTWVZ5QQR564 · pith_short_16: UTWVZ5QQR564VEWF · pith_short_8: UTWVZ5QQ

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/UTWVZ5QQR564VEWFUIFFXW6GI3 \
  | 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: a4ed5cf6108f7dca92c5a20a5bdbc646d05a94161472c073290e7e5fba859596

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5be1941fdb162682a8f31a17c602aa402f36fd7d88bc7d08f40119506bd96f1e",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2026-05-17T14:09:35Z",
    "title_canon_sha256": "e8b6e1a9a0b29a1fac327e1ad28eb48f4d96082d9c1f48f6f3bfc2e8b3fb1b47"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2605.17467",
    "kind": "arxiv",
    "version": 1
  }
}