Pith Number

pith:5ICJFADO

pith:2024:5ICJFADO44MQ3VKUTMGEPCEV2Q

not attested not anchored not stored refs pending

Multi-agent cooperation through learning-aware policy gradients

Alexander Meulemans, Blaise Ag\"uera y Arcas, Blake Richards, Eric Elmoznino, Guillaume Lajoie, Jo\~ao Sacramento, Johannes von Oswald, Nino Scherrer, Seijin Kobayashi

arxiv:2410.18636 v2 · 2024-10-24 · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{5ICJFADO44MQ3VKUTMGEPCEV2Q}

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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

The challenge of hidden gifts in multi-agent reinforcement learning

Receipt and verification

First computed	2026-07-05T10:34:40.850226Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ea0492806ee7190dd5549b0c478895d42f8fe524664339bae264b890e2917150

Aliases

arxiv: 2410.18636 · arxiv_version: 2410.18636v2 · doi: 10.48550/arxiv.2410.18636 · pith_short_12: 5ICJFADO44MQ · pith_short_16: 5ICJFADO44MQ3VKU · pith_short_8: 5ICJFADO

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/5ICJFADO44MQ3VKUTMGEPCEV2Q \
  | 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: ea0492806ee7190dd5549b0c478895d42f8fe524664339bae264b890e2917150

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ff9eaf46082e101830653ad1a3c9a944a944e6e11092e3caac19f7e0534cbc5f",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-10-24T10:48:42Z",
    "title_canon_sha256": "21569197ada4a70d8b6ce7455257b4102b555d7fa6b14d68acf6eb06b0bf11ec"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.18636",
    "kind": "arxiv",
    "version": 2
  }
}