Pith Number

pith:GFNX57DY

pith:2025:GFNX57DYCBWJSYMTVZSQGMGEB6

not attested not anchored not stored refs pending

GrowthHacker: Automated Off-Policy Evaluation Optimization Using Code-Modifying LLM Agents

Ahmad Saleem Mirza, Ali Afoud, Ayanda Patrick Herlihy, Fatemeh Fard, Jie JW Wu

arxiv:2511.00802 v2 · 2025-11-02 · cs.SE · cs.CL · 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{GFNX57DYCBWJSYMTVZSQGMGEB6}

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	2026-06-19T16:11:15.955425Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

315b7efc78106c996193ae650330c40fb15a9da290168a6dd027426b8dbd86f6

Aliases

arxiv: 2511.00802 · arxiv_version: 2511.00802v2 · doi: 10.48550/arxiv.2511.00802 · pith_short_12: GFNX57DYCBWJ · pith_short_16: GFNX57DYCBWJSYMT · pith_short_8: GFNX57DY

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/GFNX57DYCBWJSYMTVZSQGMGEB6 \
  | 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: 315b7efc78106c996193ae650330c40fb15a9da290168a6dd027426b8dbd86f6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "18435d3db56cf4e8782c965b49f60daea05494879fb31f10ecddd1bcca957aa7",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2025-11-02T04:47:17Z",
    "title_canon_sha256": "85a4007be5b0d24de36c7c832c8d7d25afb5c63564977b62e442b69fe7d739fe"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2511.00802",
    "kind": "arxiv",
    "version": 2
  }
}