Pith. sign in
Pith Number

pith:GCIZLPZC

pith:2026:GCIZLPZC2NFTYPJX52JSWNLKSY
not attested not anchored not stored refs pending

Training AI Scientists to Replicate Research

Anja Surina, Anya Sims, Damon Falck, Dylan Rogers, Edward Hughes, Kaloyan Aleksiev, Louis Kirsch, Sam Devlin, Samer Sabri, Tantum Collins, Thom Foster

arxiv:2608.13331 v1 · 2026-08-13 · cs.LG · cs.AI

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{GCIZLPZC2NFTYPJX52JSWNLKSY}

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 2026-08-14T01:04:14.026533Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

309195bf22d34b3c3d37ee932b356a960c5fc4ca3a8417670099979522f9d8a9

Aliases

arxiv: 2608.13331 · arxiv_version: 2608.13331v1 · doi: 10.48550/arxiv.2608.13331 · pith_short_12: GCIZLPZC2NFT · pith_short_16: GCIZLPZC2NFTYPJX · pith_short_8: GCIZLPZC
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/GCIZLPZC2NFTYPJX52JSWNLKSY \
  | 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: 309195bf22d34b3c3d37ee932b356a960c5fc4ca3a8417670099979522f9d8a9
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "6c69e6a1f1c4dd5443532620e41f74f0ba6bf6fd98df1144ee7ec07e6865b748",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-08-13T14:59:27Z",
    "title_canon_sha256": "382c25f97b63e1a76865714a8d8e6b926766bd9af798e5e0518bbe81737057f0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2608.13331",
    "kind": "arxiv",
    "version": 1
  }
}