Pith Number

pith:M5Z7SRPJ

pith:2025:M5Z7SRPJYOKOD3NLRLOOD4ZPQK

not attested not anchored not stored refs pending

Statistical Runtime Verification for LLMs via Robustness Estimation

Adiel Ashrov, Guy Katz, Natan Levy

arxiv:2504.17723 v2 · 2025-04-24 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{M5Z7SRPJYOKOD3NLRLOOD4ZPQK}

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.

Cited by

2 papers in Pith

Learning to Act under Noise: Enhancing Agent Robustness via Noisy Environments

Evaluating Reliability Gaps in Large Language Model Safety via Repeated Prompt Sampling

Receipt and verification

First computed	2026-07-05T11:42:28.841356Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6773f945e9c394e1edab8adce1f32f829399c9f2c25841fe06a9718d64c106bb

Aliases

arxiv: 2504.17723 · arxiv_version: 2504.17723v2 · doi: 10.48550/arxiv.2504.17723 · pith_short_12: M5Z7SRPJYOKO · pith_short_16: M5Z7SRPJYOKOD3NL · pith_short_8: M5Z7SRPJ

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/M5Z7SRPJYOKOD3NLRLOOD4ZPQK \
  | 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: 6773f945e9c394e1edab8adce1f32f829399c9f2c25841fe06a9718d64c106bb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2edf36c9e27adb6e9f5f0e236f8e67042c660ed75f85f83ff9b0478be93bcca8",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-04-24T16:36:19Z",
    "title_canon_sha256": "f13733e9d0c6f6dd843fda948fd42c81eb400701ec2a9d6da67a923d35bd2e8c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.17723",
    "kind": "arxiv",
    "version": 2
  }
}