Pith. sign in
Pith Number

pith:NHGDFX3S

pith:2023:NHGDFX3S2F37VN4P7AGEXENIBJ
not attested not anchored not stored refs pending

Causal-CoG: A Causal-Effect Look at Context Generation for Boosting Multi-modal Language Models

Alan Yuille, Shitian Zhao, Yadong Lu, Yan Wang, Zhuowan Li

arxiv:2312.06685 v1 · 2023-12-09 · cs.AI

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{NHGDFX3S2F37VN4P7AGEXENIBJ}

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.

Cited by

1 paper in Pith

Receipt and verification
First computed 2026-07-05T07:22:51.518823Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

69cc32df72d177fab78ff80c4b91a80a5d698483b6ed8892395762900a7495e4

Aliases

arxiv: 2312.06685 · arxiv_version: 2312.06685v1 · doi: 10.48550/arxiv.2312.06685 · pith_short_12: NHGDFX3S2F37 · pith_short_16: NHGDFX3S2F37VN4P · pith_short_8: NHGDFX3S
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/NHGDFX3S2F37VN4P7AGEXENIBJ \
  | 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: 69cc32df72d177fab78ff80c4b91a80a5d698483b6ed8892395762900a7495e4
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "960436e1b91e62d8759b0e811a5356f2a94aa06e468cf77d5ae0ae7fe259369f",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2023-12-09T08:44:41Z",
    "title_canon_sha256": "de38caf59bedd84c489a335ea0f466ab2b620180fc8f72389dc36fef6d3d9d8d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.06685",
    "kind": "arxiv",
    "version": 1
  }
}