Pith Number

pith:K6ZCWOPB

pith:2023:K6ZCWOPBT2NRY7XBX5NIV34GNR

not attested not anchored not stored refs pending

Discovering Individual Rewards in Collective Behavior through Inverse Multi-Agent Reinforcement Learning

Daniel Waelchli, Pascal Weber, Petros Koumoutsakos

arxiv:2305.10548 v1 · 2023-05-17 · cs.LG · cs.AI · cs.MA

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{K6ZCWOPBT2NRY7XBX5NIV34GNR}

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	2026-07-05T06:11:23.549805Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

57b22b39e19e9b1c7ee1bf5a8aef866c62efe90a049bde658b07502ce7f65804

Aliases

arxiv: 2305.10548 · arxiv_version: 2305.10548v1 · doi: 10.48550/arxiv.2305.10548 · pith_short_12: K6ZCWOPBT2NR · pith_short_16: K6ZCWOPBT2NRY7XB · pith_short_8: K6ZCWOPB

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/K6ZCWOPBT2NRY7XBX5NIV34GNR \
  | 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: 57b22b39e19e9b1c7ee1bf5a8aef866c62efe90a049bde658b07502ce7f65804

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cb6f7418e5c80f419d247a54f20a73a59a552a5a188608875106dd26481001cb",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.MA"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-05-17T20:07:30Z",
    "title_canon_sha256": "cf43628c75adbbb4ef8e82b6738302e5d173bc6d7b0f7eb9719d90297d6a6547"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2305.10548",
    "kind": "arxiv",
    "version": 1
  }
}