Pith Number

pith:7YO3DPHV

pith:2025:7YO3DPHVF5FSFS7V77JJPIQGLF

not attested not anchored not stored refs pending

Dual Ensembled Multiagent Q-Learning with Hypernet Regularizer

Danruo Deng, Furui Liu, Guangyong Chen, Hongyao Tang, Pheng Ann Heng, Yaodong Yang

arxiv:2502.02018 v1 · 2025-02-04 · cs.MA · 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{7YO3DPHVF5FSFS7V77JJPIQGLF}

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	2026-07-05T10:09:22.373679Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

fe1db1bcf52f4b22cbf5ffd297a206595c058dd2615beb1ddb03374194c7d60c

Aliases

arxiv: 2502.02018 · arxiv_version: 2502.02018v1 · doi: 10.48550/arxiv.2502.02018 · pith_short_12: 7YO3DPHVF5FS · pith_short_16: 7YO3DPHVF5FSFS7V · pith_short_8: 7YO3DPHV

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/7YO3DPHVF5FSFS7V77JJPIQGLF \
  | 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: fe1db1bcf52f4b22cbf5ffd297a206595c058dd2615beb1ddb03374194c7d60c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "42233e6d39f27a6503f8cc5f507f15c42d3b1ed119a91ddceb9f1d0347067478",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2025-02-04T05:14:58Z",
    "title_canon_sha256": "83160189e3b3f46969bb347b2cf7c4805c529333b484945b255dd0ac77bd1528"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.02018",
    "kind": "arxiv",
    "version": 1
  }
}