Pith Number

pith:S5APEEIT

pith:2021:S5APEEIT6UAHNRKG7LSKDENZ7T

not attested not anchored not stored refs pending

Homotopy Based Reinforcement Learning with Maximum Entropy for Autonomous Air Combat

Wenya Wei, Yiwen Zhu, Yuan Zheng, Zhou Fang

arxiv:2112.01328 v1 · 2021-12-01 · 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{S5APEEIT6UAHNRKG7LSKDENZ7T}

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	2026-07-05T03:37:08.287906Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9740f21113f50076c546fae4a191b9fcc0e5fad80eece0805115cf2decbdf717

Aliases

arxiv: 2112.01328 · arxiv_version: 2112.01328v1 · doi: 10.48550/arxiv.2112.01328 · pith_short_12: S5APEEIT6UAH · pith_short_16: S5APEEIT6UAHNRKG · pith_short_8: S5APEEIT

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/S5APEEIT6UAHNRKG7LSKDENZ7T \
  | 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: 9740f21113f50076c546fae4a191b9fcc0e5fad80eece0805115cf2decbdf717

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ea12a8062ff278de23eef0bfb7b66ebbae1f9aab66d59410891d3f73ac32c8d5",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-12-01T09:37:55Z",
    "title_canon_sha256": "2466126252030dd763157dbadba4751a9cec39e883c4af622d67c611dc24a75a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2112.01328",
    "kind": "arxiv",
    "version": 1
  }
}