Pith Number

pith:5TAJ7GY3

pith:2024:5TAJ7GY3BOYN4WRUY4QPYIGCBQ

not attested not anchored not stored refs pending

Safe Multi-Agent Reinforcement Learning with Convergence to Generalized Nash Equilibrium

Navid Azizan, Zeyang Li

arxiv:2411.15036 v1 · 2024-11-22 · cs.LG · cs.SY · eess.SY

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\usepackage{pith}
\pithnumber{5TAJ7GY3BOYN4WRUY4QPYIGCBQ}

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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

5 papers in Pith

TRIDENT: Breaking the Hybrid-Safety-Physics Coupling for Provably Safe Multi-Agent Reinforcement Learning

Mechanical Conscience: A Mathematical Framework for Dependability of Machine Intelligence

AdaFair-MARL: Enforcing Adaptive Fairness Constraints in Multi-Agent Reinforcement Learning

Mechanical Conscience: A Mathematical Framework for Dependability of Machine Intelligence

Receipt and verification

First computed	2026-07-05T09:39:15.403981Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ecc09f9b1b0bb0de5a34c720fc20c20c2d82af79f05fc73e6bf4ce524e7ef4e3

Aliases

arxiv: 2411.15036 · arxiv_version: 2411.15036v1 · doi: 10.48550/arxiv.2411.15036 · pith_short_12: 5TAJ7GY3BOYN · pith_short_16: 5TAJ7GY3BOYN4WRU · pith_short_8: 5TAJ7GY3

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/5TAJ7GY3BOYN4WRUY4QPYIGCBQ \
  | 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: ecc09f9b1b0bb0de5a34c720fc20c20c2d82af79f05fc73e6bf4ce524e7ef4e3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "924b752a03f2c15bf143f43cf22ea2099fca6fc9f1bb0edc83234ea74b7bea7c",
    "cross_cats_sorted": [
      "cs.SY",
      "eess.SY"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-11-22T16:08:42Z",
    "title_canon_sha256": "2ed7e0d9704f3bd2aca0d03b8831da252e1801d7482f33fc2582ab0e4ea09dea"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.15036",
    "kind": "arxiv",
    "version": 1
  }
}