Pith Number

pith:DQTVED2J

pith:2019:DQTVED2JGUQKXT4RWA6JWRQE5V

not attested not anchored not stored refs pending

Learning Fairness in Multi-Agent Systems

Jiechuan Jiang, Zongqing Lu

arxiv:1910.14472 v1 · 2019-10-31 · cs.LG · cs.AI · cs.MA · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{DQTVED2JGUQKXT4RWA6JWRQE5V}

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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

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

Receipt and verification

First computed	2026-07-05T00:16:10.837341Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1c27520f493520abcf91b03c9b4604ed4aeba2dcc59424bb80237afc092c279a

Aliases

arxiv: 1910.14472 · arxiv_version: 1910.14472v1 · doi: 10.48550/arxiv.1910.14472 · pith_short_12: DQTVED2JGUQK · pith_short_16: DQTVED2JGUQKXT4R · pith_short_8: DQTVED2J

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/DQTVED2JGUQKXT4RWA6JWRQE5V \
  | 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: 1c27520f493520abcf91b03c9b4604ed4aeba2dcc59424bb80237afc092c279a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ae516a9c91c72d9f50bd84bd6e419b90a9232c61253c01c39c63ba7aeefa578d",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.MA",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-10-31T13:59:37Z",
    "title_canon_sha256": "72a630019320f9adb0278096ae6965000139a63b4887cd2d59e1ef8ed63a8345"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1910.14472",
    "kind": "arxiv",
    "version": 1
  }
}