Pith Number

pith:KKDPWVKI

pith:2021:KKDPWVKISRD7ZCKIG5OGMISCK5

not attested not anchored not stored refs pending

Deep Proxy Causal Learning and its Application to Confounded Bandit Policy Evaluation

Arthur Gretton, Heishiro Kanagawa, Liyuan Xu

arxiv:2106.03907 v5 · 2021-06-07 · 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{KKDPWVKISRD7ZCKIG5OGMISCK5}

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	2026-07-05T08:33:20.710783Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5286fb55489447fc8948375c6622425766321ed1945395c53263988fdcf444b0

Aliases

arxiv: 2106.03907 · arxiv_version: 2106.03907v5 · doi: 10.48550/arxiv.2106.03907 · pith_short_12: KKDPWVKISRD7 · pith_short_16: KKDPWVKISRD7ZCKI · pith_short_8: KKDPWVKI

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/KKDPWVKISRD7ZCKIG5OGMISCK5 \
  | 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: 5286fb55489447fc8948375c6622425766321ed1945395c53263988fdcf444b0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "dd3ef57388a3e6934e6ee749141e28998687493b12bb189495f89e69e959e62a",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-06-07T18:36:13Z",
    "title_canon_sha256": "69d8e06c19e81624c15975d846406e80d4ad1b4051d327a61bfd70cd3b0d5a3e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2106.03907",
    "kind": "arxiv",
    "version": 5
  }
}