Pith Number

pith:DDE5AJV4

pith:2025:DDE5AJV4MSQAXZFMI3CMPLF6DO

not attested not anchored not stored refs pending

Beyond Human Intervention: Algorithmic Collusion through Multi-Agent Learning Strategies

Arthur Charpentier, Philipp Ratz, Suzie Grondin

arxiv:2501.16935 v1 · 2025-01-28 · econ.TH · 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{DDE5AJV4MSQAXZFMI3CMPLF6DO}

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

Breaking the Secret: Economic Interventions for Combating Collusion in Embodied Multi-Agent Systems

Receipt and verification

First computed	2026-07-05T10:06:20.611980Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

18c9d026bc64a00be4ac46c4c7acbe1b975691bc6218eb4a424530ec28b94f13

Aliases

arxiv: 2501.16935 · arxiv_version: 2501.16935v1 · doi: 10.48550/arxiv.2501.16935 · pith_short_12: DDE5AJV4MSQA · pith_short_16: DDE5AJV4MSQAXZFM · pith_short_8: DDE5AJV4

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/DDE5AJV4MSQAXZFMI3CMPLF6DO \
  | 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: 18c9d026bc64a00be4ac46c4c7acbe1b975691bc6218eb4a424530ec28b94f13

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ba70dcc92798f8b08b04471ebaac555b8a844ee87e889f98066bff19239afbb9",
    "cross_cats_sorted": [
      "cs.MA"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "econ.TH",
    "submitted_at": "2025-01-28T13:27:50Z",
    "title_canon_sha256": "195e9cde31e19de0ebfdf9d37b8bd3bd9afc049902495eece02263dbb527ae65"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.16935",
    "kind": "arxiv",
    "version": 1
  }
}