Pith Number

pith:UL77CQBC

pith:2023:UL77CQBCGQIBIDBZIKBOJ2GDBZ

not attested not anchored not stored refs pending

Causality-oriented robustness: exploiting general noise interventions

Armeen Taeb, Peter B\"uhlmann, Xinwei Shen

arxiv:2307.10299 v2 · 2023-07-18 · stat.ME · 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{UL77CQBCGQIBIDBZIKBOJ2GDBZ}

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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

How Useful is Causal Invariance for Domain Adaptation in Finite-Sample Settings?

Environment-Robust Representation Learning with Empirical Bayes

Doubly robust identification of treatment effects from multiple environments

Receipt and verification

First computed	2026-07-05T10:37:20.704724Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a2fff140223410140c394282e4e8c30e7cb199a28260063252c0ab2ccdb93db0

Aliases

arxiv: 2307.10299 · arxiv_version: 2307.10299v2 · doi: 10.48550/arxiv.2307.10299 · pith_short_12: UL77CQBCGQIB · pith_short_16: UL77CQBCGQIBIDBZ · pith_short_8: UL77CQBC

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/UL77CQBCGQIBIDBZIKBOJ2GDBZ \
  | 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: a2fff140223410140c394282e4e8c30e7cb199a28260063252c0ab2ccdb93db0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "75443addb091ab556aad4a0259f75d976bf09d55c5a570634d35875a4d2f2e5a",
    "cross_cats_sorted": [
      "cs.LG",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ME",
    "submitted_at": "2023-07-18T16:22:50Z",
    "title_canon_sha256": "1f892d705edc9417301e2d17fb08a0853144eb0c644e8e6efad9f68f71a1bb76"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2307.10299",
    "kind": "arxiv",
    "version": 2
  }
}