Pith Number

pith:QRXGQ2QH

pith:2018:QRXGQ2QH5NFIJ4HF5RYJHFNWA5

not attested not anchored not stored refs pending

Combinatorial Bandits for Incentivizing Agents with Dynamic Preferences

Lillian J. Ratliff, Liyuan Zheng, Shreyas Sekar, Tanner Fiez

arxiv:1807.02297 v1 · 2018-07-06 · cs.LG · cs.AI · cs.SY · 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{QRXGQ2QH5NFIJ4HF5RYJHFNWA5}

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	2026-05-18T00:11:22.484583Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

846e686a07eb4a84f0e5ec709395b607656446fff0eaf125870707146a4ba5ca

Aliases

arxiv: 1807.02297 · arxiv_version: 1807.02297v1 · doi: 10.48550/arxiv.1807.02297 · pith_short_12: QRXGQ2QH5NFI · pith_short_16: QRXGQ2QH5NFIJ4HF · pith_short_8: QRXGQ2QH

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/QRXGQ2QH5NFIJ4HF5RYJHFNWA5 \
  | 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: 846e686a07eb4a84f0e5ec709395b607656446fff0eaf125870707146a4ba5ca

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d79221d3783835359870731754eb8f7753194054a7126ef6632007b742a62056",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.SY",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-07-06T08:03:39Z",
    "title_canon_sha256": "90d9f9a859720270fc715436cd049bce0e27d04e720673451f2041ef0ececa43"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1807.02297",
    "kind": "arxiv",
    "version": 1
  }
}