Pith Number

pith:HAWBLJ5F

pith:2022:HAWBLJ5FUJL7DUCN6RODYRHHZ4

not attested not anchored not stored refs pending

A Hierarchical Deep Reinforcement Learning Framework for 6-DOF UCAV Air-to-Air Combat

Dongbin Zhao, Jiajun Chai, Wenzhang Chen, Yuanheng Zhu, Zong-xin Yao

arxiv:2212.03830 v1 · 2022-12-05 · cs.AI · cs.SY · eess.SY

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{HAWBLJ5FUJL7DUCN6RODYRHHZ4}

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	2026-07-05T09:09:14.710520Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

382c15a7a5a257f1d04df45c3c44e7cf2f0e5e8af1c55354f6c257d70172efcf

Aliases

arxiv: 2212.03830 · arxiv_version: 2212.03830v1 · doi: 10.48550/arxiv.2212.03830 · pith_short_12: HAWBLJ5FUJL7 · pith_short_16: HAWBLJ5FUJL7DUCN · pith_short_8: HAWBLJ5F

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/HAWBLJ5FUJL7DUCN6RODYRHHZ4 \
  | 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: 382c15a7a5a257f1d04df45c3c44e7cf2f0e5e8af1c55354f6c257d70172efcf

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c34a3d0d06cb69ac3ccdbc68a1db143bf0c93adf551b0a14d4f814b94420ab3e",
    "cross_cats_sorted": [
      "cs.SY",
      "eess.SY"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2022-12-05T07:03:25Z",
    "title_canon_sha256": "e25f5aed5cc65e8547cf68f702b3ad00b4913864d3f9b1a8896aaca3aa8d874a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2212.03830",
    "kind": "arxiv",
    "version": 1
  }
}