Pith. sign in
Pith Number

pith:V4DNA5K4

pith:2026:V4DNA5K44ONUU6327YKHHXC67Y
not attested not anchored not stored refs pending

Automated Synthesis and Adversarial Validation of Executable Causal Research Pipelines

Dan Zeltzer, Irena Girshovitz, Ran Gilad-Bachrach

arxiv:2607.21173 v1 · 2026-07-23 · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{V4DNA5K44ONUU6327YKHHXC67Y}

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 2026-07-24T01:24:17.285050Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

af06d0755ce39b4a7b7afe1473dc5efe3d16ab1e441f9bbdc43b58d6f9b8d107

Aliases

arxiv: 2607.21173 · arxiv_version: 2607.21173v1 · doi: 10.48550/arxiv.2607.21173 · pith_short_12: V4DNA5K44ONU · pith_short_16: V4DNA5K44ONUU632 · pith_short_8: V4DNA5K4
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/V4DNA5K44ONUU6327YKHHXC67Y \
  | 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: af06d0755ce39b4a7b7afe1473dc5efe3d16ab1e441f9bbdc43b58d6f9b8d107
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "65202d3a77090ba1ff8fe7ccdb81e0ea214a922efb233222556e669fedfc0882",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-07-23T10:59:16Z",
    "title_canon_sha256": "767afc52e72d21424df04d5c0a0e71fdfb07a0a68d609148779577e54db02556"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2607.21173",
    "kind": "arxiv",
    "version": 1
  }
}