Pith Number

pith:LMN37KKT

pith:2024:LMN37KKT55HXHPTMDIEZXFSQK7

not attested not anchored not stored refs pending

A Survey on Applications of Reinforcement Learning in Spatial Resource Allocation

Di Zhang, Joseph Mango, Moyang Wang, Xiang Li, Xianrui Xu

arxiv:2403.03643 v2 · 2024-03-06 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{LMN37KKT55HXHPTMDIEZXFSQK7}

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	2026-07-05T07:53:16.060202Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5b1bbfa953ef4f73be6c1a099b965057fd7d364140f2f68ec9e6ecb32b26cb9c

Aliases

arxiv: 2403.03643 · arxiv_version: 2403.03643v2 · doi: 10.48550/arxiv.2403.03643 · pith_short_12: LMN37KKT55HX · pith_short_16: LMN37KKT55HXHPTM · pith_short_8: LMN37KKT

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/LMN37KKT55HXHPTMDIEZXFSQK7 \
  | 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: 5b1bbfa953ef4f73be6c1a099b965057fd7d364140f2f68ec9e6ecb32b26cb9c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3c9a144ef23f3fde00a9acc560a08d23858bd6560883ed3bce0d2b12c2db465c",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-03-06T12:05:56Z",
    "title_canon_sha256": "d35bac3fae88469c37b7306500e2c9c4c59dc531eecc07ecbc5d0bb33f535556"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.03643",
    "kind": "arxiv",
    "version": 2
  }
}