Pith Number

pith:UPETWVT7

pith:2022:UPETWVT7I6VHBSWIMJYSQSWF4H

not attested not anchored not stored refs pending

Understanding reinforcement learned crowds

Ariel Kwiatkowski, Julien Pettr\'e, Marie-Paule Cani, Vicky Kalogeiton

arxiv:2209.09344 v1 · 2022-09-19 · cs.LG · cs.AI · cs.GR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{UPETWVT7I6VHBSWIMJYSQSWF4H}

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	2026-07-05T04:58:58.676583Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a3c93b567f47aa70cac86271284ac5e1cd8d39d64638bfdfcff1f852a2c6fe27

Aliases

arxiv: 2209.09344 · arxiv_version: 2209.09344v1 · doi: 10.48550/arxiv.2209.09344 · pith_short_12: UPETWVT7I6VH · pith_short_16: UPETWVT7I6VHBSWI · pith_short_8: UPETWVT7

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/UPETWVT7I6VHBSWIMJYSQSWF4H \
  | 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: a3c93b567f47aa70cac86271284ac5e1cd8d39d64638bfdfcff1f852a2c6fe27

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "97567cb0d6ea0658c7d861b5a7623f905a258df79e7abfd9c079eaa052ecb406",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.GR"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-09-19T20:47:49Z",
    "title_canon_sha256": "4055910b98c55a4b81219e001f483f9016c456119556b1dd03add7fde8c33bd8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2209.09344",
    "kind": "arxiv",
    "version": 1
  }
}