Pith Number

pith:37FP5QIR

pith:2023:37FP5QIRCZ4IH2D3DLIRHEK6QL

not attested not anchored not stored refs pending

Towards Causal Foundation Model: on Duality between Causal Inference and Attention

Agrin Hilmkil, Chao Ma, Cheng Zhang, Jiaqi Zhang, Joel Jennings, Nick Pawlowski

arxiv:2310.00809 v3 · 2023-10-01 · cs.LG · cs.AI · stat.ME · stat.ML

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{37FP5QIRCZ4IH2D3DLIRHEK6QL}

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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

3 papers in Pith

Amortized Inference of Causal Models via Conditional Fixed-Point Iterations

IV-ICL: Bounding Causal Effects with Instrumental Variables via In-Context Learning

Large Language Models for Sequential Decision-Making: Improving In-Context Learning via Supervised Fine-Tuning

Receipt and verification

First computed	2026-07-05T08:26:42.662442Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

dfcafec111167883e87b1ad113915e82e1aebe99a6c5d12b0077c76df243a8f9

Aliases

arxiv: 2310.00809 · arxiv_version: 2310.00809v3 · doi: 10.48550/arxiv.2310.00809 · pith_short_12: 37FP5QIRCZ4I · pith_short_16: 37FP5QIRCZ4IH2D3 · pith_short_8: 37FP5QIR

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/37FP5QIRCZ4IH2D3DLIRHEK6QL \
  | 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: dfcafec111167883e87b1ad113915e82e1aebe99a6c5d12b0077c76df243a8f9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "529db4ba9a56540637ffa9a77f96d819afd75d76d0b8c4a21a57948b1415817e",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ME",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-10-01T22:28:34Z",
    "title_canon_sha256": "4e7d9421f2ba5be47b8c8eee9045aa3419cf018ec165f2f1e10bc8837f9dd26b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.00809",
    "kind": "arxiv",
    "version": 3
  }
}