Pith Number

pith:NVF3E56T

pith:2022:NVF3E56TS54PWHHB6BMNYH6HZW

not attested not anchored not stored refs pending

Deep Reinforcement Learning for Multi-Agent Interaction

Arrasy Rahman, Balint Gyevnar, Cheng Wang, Cillian Brewitt, Elliot Fosong, Filippos Christianos, Georgios Papoudakis, Giuseppe Vecchio, Ibrahim H. Ahmed, Ignacio Carlucho, Lukas Sch\"afer, Massimiliano Tamborski, Mhairi Dunion, Samuel Garcin, Shangmin Guo, Stefano V. Albrecht, Trevor McInroe

arxiv:2208.01769 v1 · 2022-08-02 · cs.MA · cs.AI · 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{NVF3E56TS54PWHHB6BMNYH6HZW}

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	2026-07-05T04:45:40.083156Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6d4bb277d39778fb1ce1f058dc1fc7cdb77f26cb34b2b8d35ab4725c9bdd63e2

Aliases

arxiv: 2208.01769 · arxiv_version: 2208.01769v1 · doi: 10.48550/arxiv.2208.01769 · pith_short_12: NVF3E56TS54P · pith_short_16: NVF3E56TS54PWHHB · pith_short_8: NVF3E56T

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/NVF3E56TS54PWHHB6BMNYH6HZW \
  | 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: 6d4bb277d39778fb1ce1f058dc1fc7cdb77f26cb34b2b8d35ab4725c9bdd63e2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "256951b8e847180375f6c7d71fe0d8ae72a70d0924676a99fec32b665435f952",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2022-08-02T21:55:56Z",
    "title_canon_sha256": "e01a1c10cad9daef447ee7d6b72571c8ada5d45eddb615602778a77136820b59"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2208.01769",
    "kind": "arxiv",
    "version": 1
  }
}