Pith Number

pith:G6IFYGWY

pith:2022:G6IFYGWY5F2NRSBIB3IDYZHOAR

not attested not anchored not stored refs pending

Learning Counterfactually Invariant Predictors

Cecilia Casolo, Francesco Quinzan, Krikamol Muandet, Niki Kilbertus, Yucen Luo

arxiv:2207.09768 v4 · 2022-07-20 · cs.LG · stat.ML

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{G6IFYGWY5F2NRSBIB3IDYZHOAR}

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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

1 paper in Pith

Beyond Reward Hacking: Causal Rewards for Large Language Model Alignment

Receipt and verification

First computed	2026-07-05T08:53:36.324779Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

37905c1ad8e974d8c8280ed03c64ee04468502bab26d04b98c92d125003bad9d

Aliases

arxiv: 2207.09768 · arxiv_version: 2207.09768v4 · doi: 10.48550/arxiv.2207.09768 · pith_short_12: G6IFYGWY5F2N · pith_short_16: G6IFYGWY5F2NRSBI · pith_short_8: G6IFYGWY

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/G6IFYGWY5F2NRSBIB3IDYZHOAR \
  | 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: 37905c1ad8e974d8c8280ed03c64ee04468502bab26d04b98c92d125003bad9d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b9d1c0303234dfd317baa1ad4dcfaa5cbbaa8a8af14c3bdc4e68e19ed1270a26",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-07-20T09:23:35Z",
    "title_canon_sha256": "2cf7eb3ea9c6c118461a4b49425a70a0d6c1561df97ea50ec5219ef78d8610d5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2207.09768",
    "kind": "arxiv",
    "version": 4
  }
}