Pith Number

pith:OEDWWJMY

pith:2024:OEDWWJMYQZO5PIVR6NK5MBNFWI

not attested not anchored not stored refs pending

Incentivized Exploration with Stochastic Covariates: A Two-Stage Mechanism Design for Recommender System

Guang Cheng, Xiaowu Dai, Yuantong Li

arxiv:2406.04374 v2 · 2024-06-04 · cs.IR · cs.GT · 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{OEDWWJMYQZO5PIVR6NK5MBNFWI}

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	2026-05-26T02:03:46.115020Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

71076b2598865dd7a2b1f355d605a5b23bfc52701bed6a747e2ba5d44f9fb5a2

Aliases

arxiv: 2406.04374 · arxiv_version: 2406.04374v2 · doi: 10.48550/arxiv.2406.04374 · pith_short_12: OEDWWJMYQZO5 · pith_short_16: OEDWWJMYQZO5PIVR · pith_short_8: OEDWWJMY

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/OEDWWJMYQZO5PIVR6NK5MBNFWI \
  | 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: 71076b2598865dd7a2b1f355d605a5b23bfc52701bed6a747e2ba5d44f9fb5a2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0afbb56d706d14ae912c3c4da8decd2753b10d6444231849418a0c6c4d0178d6",
    "cross_cats_sorted": [
      "cs.GT",
      "cs.LG",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.IR",
    "submitted_at": "2024-06-04T23:46:10Z",
    "title_canon_sha256": "b6cdf4cc612535439b9b2d5063046a987b9bd0ac2f8b7dd6f771fa03b2d39516"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.04374",
    "kind": "arxiv",
    "version": 2
  }
}