Pith Number

pith:2YWBTK2B

pith:2022:2YWBTK2BB7Z2VBJPC3452C3RIX

not attested not anchored not stored refs pending

Graded-Q Reinforcement Learning with Information-Enhanced State Encoder for Hierarchical Collaborative Multi-Vehicle Pursuit

Chen Xu, Lin Zhang, Qinwen Wang, Xinhang Li, Yiying Yang, Zheng Yuan

arxiv:2210.13470 v1 · 2022-10-24 · 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{2YWBTK2BB7Z2VBJPC3452C3RIX}

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	2026-07-05T05:10:18.810065Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d62c19ab410ff3aa852f16f9dd0b7145fe6e6e3d7fceaf0c38385609573952fe

Aliases

arxiv: 2210.13470 · arxiv_version: 2210.13470v1 · doi: 10.48550/arxiv.2210.13470 · pith_short_12: 2YWBTK2BB7Z2 · pith_short_16: 2YWBTK2BB7Z2VBJP · pith_short_8: 2YWBTK2B

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/2YWBTK2BB7Z2VBJPC3452C3RIX \
  | 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: d62c19ab410ff3aa852f16f9dd0b7145fe6e6e3d7fceaf0c38385609573952fe

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b108cda2e9cd634ddc98949a2180e0cfaa50ae47f03bb97a8ccfc2e629e2d6c6",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-10-24T16:35:34Z",
    "title_canon_sha256": "15e96dc30cd68d87d519d42a2761b4be4f004a06b87676b35016b973af695477"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2210.13470",
    "kind": "arxiv",
    "version": 1
  }
}