Pith. sign in
Pith Number

pith:C6AKUXLY

pith:2024:C6AKUXLY227SIPESX4SO6HY5JU
not attested not anchored not stored refs pending

Investigating Relational State Abstraction in Collaborative MARL

Giovanni Montana, Jeremie Houssineau, Sharlin Utke

arxiv:2412.15388 v1 · 2024-12-19 · cs.AI · cs.LG · cs.MA

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{C6AKUXLY227SIPESX4SO6HY5JU}

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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.
Receipt and verification
First computed 2026-07-05T10:52:17.318480Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

1780aa5d78d6bf243c92bf24ef1f1d4d20aac66001d87ff66dab0550791d6f94

Aliases

arxiv: 2412.15388 · arxiv_version: 2412.15388v1 · doi: 10.48550/arxiv.2412.15388 · pith_short_12: C6AKUXLY227S · pith_short_16: C6AKUXLY227SIPES · pith_short_8: C6AKUXLY
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/C6AKUXLY227SIPESX4SO6HY5JU \
  | 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: 1780aa5d78d6bf243c92bf24ef1f1d4d20aac66001d87ff66dab0550791d6f94
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "7aa40cb3f51f20dde58918908fb290fc0053e5d0e8d5cc9f75272de3383212f1",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.MA"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-12-19T20:34:00Z",
    "title_canon_sha256": "3d0c1ee453accc139b16f412319a4b1c817b98d36f4a0afb119e20f9bf1daac6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.15388",
    "kind": "arxiv",
    "version": 1
  }
}