Pith Number

pith:IBULKEI6

pith:2020:IBULKEI6QFGIJ5TMYG2OBB6EM3

not attested not anchored not stored refs pending

Inference for Batched Bandits

Kelly W. Zhang, Lucas Janson, Susan A. Murphy

arxiv:2002.03217 v3 · 2020-02-08 · 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{IBULKEI6QFGIJ5TMYG2OBB6EM3}

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.

Cited by

1 paper in Pith

A Review of Causal Decision Making

Receipt and verification

First computed	2026-07-05T02:05:38.834142Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4068b5111e814c84f66cc1b4e087c466c9da769ea9237b77d1d01a6956bd5944

Aliases

arxiv: 2002.03217 · arxiv_version: 2002.03217v3 · doi: 10.48550/arxiv.2002.03217 · pith_short_12: IBULKEI6QFGI · pith_short_16: IBULKEI6QFGIJ5TM · pith_short_8: IBULKEI6

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/IBULKEI6QFGIJ5TMYG2OBB6EM3 \
  | 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: 4068b5111e814c84f66cc1b4e087c466c9da769ea9237b77d1d01a6956bd5944

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f4503f3c46722054a40e744e58a8d0425056afa0609281e8af7e112a6dcd60c6",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-02-08T18:59:47Z",
    "title_canon_sha256": "d63d7d841ed2d536120cbea5cad0813c2104e7130682c8df10599503bc32e9ff"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2002.03217",
    "kind": "arxiv",
    "version": 3
  }
}