Pith Number

pith:V5LEAEK6

pith:2022:V5LEAEK6MLL33JRIK5UAP73T3Q

not attested not anchored not stored refs pending

Strategic Decision-Making in the Presence of Information Asymmetry: Provably Efficient RL with Algorithmic Instruments

Jianqing Fan, Mengxin Yu, Zhuoran Yang

arxiv:2208.11040 v1 · 2022-08-23 · stat.ML · cs.IT · cs.LG · math.IT · math.OC · stat.ME

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{V5LEAEK6MLL33JRIK5UAP73T3Q}

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

Learning Under Moral Hazard with Instrumental Regression and Generalized Method of Moments

Receipt and verification

First computed	2026-07-05T04:50:43.214922Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

af5640115e62d7bda628576807ff73dc03c055f733e322242db3017860baa2e6

Aliases

arxiv: 2208.11040 · arxiv_version: 2208.11040v1 · doi: 10.48550/arxiv.2208.11040 · pith_short_12: V5LEAEK6MLL3 · pith_short_16: V5LEAEK6MLL33JRI · pith_short_8: V5LEAEK6

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/V5LEAEK6MLL33JRIK5UAP73T3Q \
  | 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: af5640115e62d7bda628576807ff73dc03c055f733e322242db3017860baa2e6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6f9e49f5a35aff5ef81d9707e4d244a79b330376ace412be889706c72550de3d",
    "cross_cats_sorted": [
      "cs.IT",
      "cs.LG",
      "math.IT",
      "math.OC",
      "stat.ME"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2022-08-23T15:32:44Z",
    "title_canon_sha256": "b549ed77ed8e3e8cd2a6cb3a25dff8f779787519f1497144b568ad6b1ec7ec49"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2208.11040",
    "kind": "arxiv",
    "version": 1
  }
}