Pith. sign in
Pith Number

pith:I3K5EXLF

pith:2026:I3K5EXLFJFQFM2LV4RG4SZCRB2
not attested not anchored not stored refs pending

CausalForge: A Formally Grounded, Self-Improving Agentic Framework for Automated Research in Causal Inference

Jiyuan Tan, Vasilis Syrgkanis

arxiv:2607.22511 v1 · 2026-07-24 · stat.ML · cs.AI · cs.LG · econ.EM

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{I3K5EXLFJFQFM2LV4RG4SZCRB2}

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 2026-07-27T01:21:31.322672Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

46d5d25d654960566975e44dc964510ebe272e1b52f490c94d4396d4230ac9a2

Aliases

arxiv: 2607.22511 · arxiv_version: 2607.22511v1 · doi: 10.48550/arxiv.2607.22511 · pith_short_12: I3K5EXLFJFQF · pith_short_16: I3K5EXLFJFQFM2LV · pith_short_8: I3K5EXLF
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/I3K5EXLFJFQFM2LV4RG4SZCRB2 \
  | 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: 46d5d25d654960566975e44dc964510ebe272e1b52f490c94d4396d4230ac9a2
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "16f48884e326993d638fcd116e4036f9faeed7753f68924a73b34b26dacfc95e",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG",
      "econ.EM"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2026-07-24T17:32:35Z",
    "title_canon_sha256": "2faf2ff15119095d6b260e6f1312ea8c9bc1d92333a75d2ecb7d83e21b8f3eae"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2607.22511",
    "kind": "arxiv",
    "version": 1
  }
}