Pith Number

pith:3WTGS3GL

pith:2025:3WTGS3GLL5FUI5DYEZZRAHXHNG

not attested not anchored not stored refs pending

Multi-Agent Reinforcement Learning for Resources Allocation Optimization: A Survey

Jimmy Cao, Mahardhika Pratama, Mohamad A. Hady, Ryszard Kowalczyk, Siyi Hu

arxiv:2504.21048 v1 · 2025-04-29 · cs.MA · cs.AI · 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{3WTGS3GLL5FUI5DYEZZRAHXHNG}

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

Omni-scale Learning-based Sequential Decision Framework for Order Fulfillment of Tote-handling Robotic Systems

Receipt and verification

First computed	2026-07-05T10:55:55.794927Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

dda6696ccb5f4b4474782673101ee76992e9b438b8f3096ff5dc4ff8ccd19e81

Aliases

arxiv: 2504.21048 · arxiv_version: 2504.21048v1 · doi: 10.48550/arxiv.2504.21048 · pith_short_12: 3WTGS3GLL5FU · pith_short_16: 3WTGS3GLL5FUI5DY · pith_short_8: 3WTGS3GL

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/3WTGS3GLL5FUI5DYEZZRAHXHNG \
  | 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: dda6696ccb5f4b4474782673101ee76992e9b438b8f3096ff5dc4ff8ccd19e81

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "45d8e0d14fc52b595424751df6c37b7ed42794aaed1c8ac5543e99a3784ee757",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2025-04-29T00:18:31Z",
    "title_canon_sha256": "405e282c7e12c8135e8653a732a55e26196325b883d37a77cc03a43c912afad6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.21048",
    "kind": "arxiv",
    "version": 1
  }
}