Pith Number

pith:UYOME2JG

pith:2024:UYOME2JGE2NZXIVILCANR6YBHY

not attested not anchored not stored refs pending

Cooperative Multi-Agent Deep Reinforcement Learning in Content Ranking Optimization

Kai Yuan, Pratik Lahiri, Wenyang Liu, Zhou Qin

arxiv:2408.04251 v1 · 2024-08-08 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{UYOME2JGE2NZXIVILCANR6YBHY}

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	2026-07-05T08:53:30.417508Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a61cc26926269b9ba2a85880d8fb013e0199722f217c01d2e9ea47d78475e892

Aliases

arxiv: 2408.04251 · arxiv_version: 2408.04251v1 · doi: 10.48550/arxiv.2408.04251 · pith_short_12: UYOME2JGE2NZ · pith_short_16: UYOME2JGE2NZXIVI · pith_short_8: UYOME2JG

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/UYOME2JGE2NZXIVILCANR6YBHY \
  | 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: a61cc26926269b9ba2a85880d8fb013e0199722f217c01d2e9ea47d78475e892

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cb565d220084a12959ceed6620633c1e4f644755bfa8afa843354876ffa6f9fd",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-08-08T06:36:56Z",
    "title_canon_sha256": "b5aff7da4386156c889fa4bb09f4f160f0cba8886006b3b5317bb5a3a4d95a7a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2408.04251",
    "kind": "arxiv",
    "version": 1
  }
}