Pith Number

pith:TUCX5Z3T

pith:2026:TUCX5Z3THP33IN6QNBVBDGXDZY

not attested not anchored not stored refs pending

The Epi-LLM Framework: probing LLM behavioral priors through epidemiological agent-based models

Andres Colubri, Ava Keeling, Francesco Di Lauro, Jasmina Panovska-Griffiths, Lorenzo Stigliano, Petra Ferenz, Tobias O'Keefe

arxiv:2606.02867 v1 · 2026-06-01 · cs.MA · cs.AI · q-bio.PE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{TUCX5Z3THP33IN6QNBVBDGXDZY}

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	2026-06-03T01:05:25.019416Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9d057ee7733bf7b437d0686a119ae3ce1c30942ae62b52aa1898b3e9ba0989a1

Aliases

arxiv: 2606.02867 · arxiv_version: 2606.02867v1 · doi: 10.48550/arxiv.2606.02867 · pith_short_12: TUCX5Z3THP33 · pith_short_16: TUCX5Z3THP33IN6Q · pith_short_8: TUCX5Z3T

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/TUCX5Z3THP33IN6QNBVBDGXDZY \
  | 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: 9d057ee7733bf7b437d0686a119ae3ce1c30942ae62b52aa1898b3e9ba0989a1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3295ff278ba46d8967510f9f9435d4142319c6809c3a84627b36afb441962dd4",
    "cross_cats_sorted": [
      "cs.AI",
      "q-bio.PE"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2026-06-01T20:31:06Z",
    "title_canon_sha256": "5ce657b1a368763c84429e842bccaf43b147c3489569844ce6da345680146e5f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.02867",
    "kind": "arxiv",
    "version": 1
  }
}