Pith Number

pith:6MXAIPD2

pith:2021:6MXAIPD2GIXGVZIWVVKZI77N7G

not attested not anchored not stored refs pending

Accelerating Offline Reinforcement Learning Application in Real-Time Bidding and Recommendation: Potential Use of Simulation

Haruka Kiyohara, Kosuke Kawakami, Yuta Saito

arxiv:2109.08331 v1 · 2021-09-17 · 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{6MXAIPD2GIXGVZIWVVKZI77N7G}

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

Constrained Auto-Bidding via Generative Response Modeling

Receipt and verification

First computed	2026-07-05T03:15:14.767229Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f32e043c7a322e6ae516ad55947fedf987a4781df5a40ae6d61539ab03c200db

Aliases

arxiv: 2109.08331 · arxiv_version: 2109.08331v1 · doi: 10.48550/arxiv.2109.08331 · pith_short_12: 6MXAIPD2GIXG · pith_short_16: 6MXAIPD2GIXGVZIW · pith_short_8: 6MXAIPD2

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/6MXAIPD2GIXGVZIWVVKZI77N7G \
  | 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: f32e043c7a322e6ae516ad55947fedf987a4781df5a40ae6d61539ab03c200db

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c7b68c4b96d7c8dba4730845c217be66b3ef321df127b4042687328d88e61922",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-09-17T02:56:10Z",
    "title_canon_sha256": "a0f200ec30fad050f89eb5565104f5728ee0605f00bc777a56586416d87fb070"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2109.08331",
    "kind": "arxiv",
    "version": 1
  }
}