Pith Number

pith:73ZDICGA

pith:2021:73ZDICGA23BBEEUO5ZTLWTQO4I

not attested not anchored not stored refs pending

Towards Resilience for Multi-Agent $QD$-Learning

Shaoshuai Mou, Shreyas Sundaram, Yijing Xie

arxiv:2104.03153 v1 · 2021-04-07 · eess.SY · cs.SY

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{73ZDICGA23BBEEUO5ZTLWTQO4I}

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.

Cited by

1 paper in Pith

BARD-MARL: Byzantine-Agent Detection for Learned Communication in Multi-Agent Reinforcement Learning

Receipt and verification

First computed	2026-07-05T02:30:03.477305Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

fef23408c0d6c212128eee66bb4e0ee224ec8adaf37926a2078c9758c2c74aed

Aliases

arxiv: 2104.03153 · arxiv_version: 2104.03153v1 · doi: 10.48550/arxiv.2104.03153 · pith_short_12: 73ZDICGA23BB · pith_short_16: 73ZDICGA23BBEEUO · pith_short_8: 73ZDICGA

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/73ZDICGA23BBEEUO5ZTLWTQO4I \
  | 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: fef23408c0d6c212128eee66bb4e0ee224ec8adaf37926a2078c9758c2c74aed

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ed2e942f1dd63bc2f115a080603891161cc1d094ea19435fa74ca8a8b4f9be28",
    "cross_cats_sorted": [
      "cs.SY"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "eess.SY",
    "submitted_at": "2021-04-07T14:33:13Z",
    "title_canon_sha256": "a9316470b3b544938ab6691db2ae1d8c7271b5047acdcf9c43ba4b4c9ea8cf05"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2104.03153",
    "kind": "arxiv",
    "version": 1
  }
}