Pith Number

pith:6YXMFRKG

pith:2025:6YXMFRKG4YVYECERTMQC4IFWFD

not attested not anchored not stored refs pending

Symmetries-enhanced Multi-Agent Reinforcement Learning

George Pappas, Kostas Daniilidis, Nikolaos Bousias, Stefanos Pertigkiozoglou

arxiv:2501.01136 v2 · 2025-01-02 · cs.RO · cs.AI · cs.LG · cs.MA · math.RT

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{6YXMFRKG4YVYECERTMQC4IFWFD}

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	2026-07-05T10:53:50.736959Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f62ec2c546e62b8208919b202e20b628e691a241eeb81cc220f2f1dd4edc307d

Aliases

arxiv: 2501.01136 · arxiv_version: 2501.01136v2 · doi: 10.48550/arxiv.2501.01136 · pith_short_12: 6YXMFRKG4YVY · pith_short_16: 6YXMFRKG4YVYECER · pith_short_8: 6YXMFRKG

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/6YXMFRKG4YVYECERTMQC4IFWFD \
  | 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: f62ec2c546e62b8208919b202e20b628e691a241eeb81cc220f2f1dd4edc307d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "dfca84a95f71e47a0275fa247ccd43089ba74d4b71c9faf10c0c2000e07a6d8b",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG",
      "cs.MA",
      "math.RT"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.RO",
    "submitted_at": "2025-01-02T08:41:31Z",
    "title_canon_sha256": "a8ee07dc2b4096e352685bd0c64fda38e6b6ed8b4b2f6af346d04de44e51ace0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.01136",
    "kind": "arxiv",
    "version": 2
  }
}