Pith Number

pith:S6L45WHU

pith:2022:S6L45WHUKBE5BTGV6EHPMARYFA

not attested not anchored not stored refs pending

LDSA: Learning Dynamic Subtask Assignment in Cooperative Multi-Agent Reinforcement Learning

Houqiang Li, Jiangcheng Zhu, Jian Zhao, Mingyu Yang, Wengang Zhou, Xunhan Hu

arxiv:2205.02561 v3 · 2022-05-05 · 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{S6L45WHUKBE5BTGV6EHPMARYFA}

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	2026-07-05T05:13:06.744396Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9797ced8f45049d0ccd5f10ef602382803d6f84ae9a80f9e80e5554df86119ab

Aliases

arxiv: 2205.02561 · arxiv_version: 2205.02561v3 · doi: 10.48550/arxiv.2205.02561 · pith_short_12: S6L45WHUKBE5 · pith_short_16: S6L45WHUKBE5BTGV · pith_short_8: S6L45WHU

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/S6L45WHUKBE5BTGV6EHPMARYFA \
  | 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: 9797ced8f45049d0ccd5f10ef602382803d6f84ae9a80f9e80e5554df86119ab

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "70d9b4401f4546a67f81f8a619bb345aee4e50dc6d1ac83b6268935d9ec3889a",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-05-05T10:46:16Z",
    "title_canon_sha256": "515979448a63e4cb3f9467eb3f80410796c4f2726e5f46bbc856ad072846f7cf"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2205.02561",
    "kind": "arxiv",
    "version": 3
  }
}