Pith Number

pith:OXMQUWZF

pith:2021:OXMQUWZFSMRAYCROHFRUPVVBPS

not attested not anchored not stored refs pending

Causal Bandits with Unknown Graph Structure

Ambuj Tewari, Amirhossein Meisami, Yangyi Lu

arxiv:2106.02988 v2 · 2021-06-05 · stat.ML · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{OXMQUWZFSMRAYCROHFRUPVVBPS}

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	2026-07-05T03:30:39.862740Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

75d90a5b2593220c0a2e396347d6a17c9e3fe5a7cf1560f9994cafe1a6e65947

Aliases

arxiv: 2106.02988 · arxiv_version: 2106.02988v2 · doi: 10.48550/arxiv.2106.02988 · pith_short_12: OXMQUWZFSMRA · pith_short_16: OXMQUWZFSMRAYCRO · pith_short_8: OXMQUWZF

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/OXMQUWZFSMRAYCROHFRUPVVBPS \
  | 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: 75d90a5b2593220c0a2e396347d6a17c9e3fe5a7cf1560f9994cafe1a6e65947

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0a6deb9ea9ffbc0896a5e157e613637017a5ed16ca68ec6d1e7a87e743348d02",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2021-06-05T23:41:38Z",
    "title_canon_sha256": "167e0ee96629f86b3a4265da93b4ef3572214a1c9895d2ddf17f6227ee6403aa"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2106.02988",
    "kind": "arxiv",
    "version": 2
  }
}