Pith Number

pith:CDPPAGIK

pith:2021:CDPPAGIKQRPPLPN372QE3GHMWD

not attested not anchored not stored refs pending

Responsive Regulation of Dynamic UAV Communication Networks Based on Deep Reinforcement Learning

Duc Minh (Aaron) Nguyen, Lin X. Cai, Miao Wang, Ran Zhang, Xuemin (Sherman) Shen

arxiv:2108.11012 v1 · 2021-08-25 · eess.SY · cs.LG · cs.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{CDPPAGIKQRPPLPN372QE3GHMWD}

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	2026-07-05T03:08:48.381429Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

10def0190a845ef5bdbbfea04d98ecb0ffca73ac7b8e8da3c2f8a31271f0b28b

Aliases

arxiv: 2108.11012 · arxiv_version: 2108.11012v1 · doi: 10.48550/arxiv.2108.11012 · pith_short_12: CDPPAGIKQRPP · pith_short_16: CDPPAGIKQRPPLPN3 · pith_short_8: CDPPAGIK

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/CDPPAGIKQRPPLPN372QE3GHMWD \
  | 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: 10def0190a845ef5bdbbfea04d98ecb0ffca73ac7b8e8da3c2f8a31271f0b28b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "76c65245ece16e67a3594a7dab0e49726e3e04b57329d5dd3bed5e454c9b4932",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.SY"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "eess.SY",
    "submitted_at": "2021-08-25T02:04:13Z",
    "title_canon_sha256": "3f931c870bda4647705f1a25555df5107a464444019dc668a49cda05294c2d2f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2108.11012",
    "kind": "arxiv",
    "version": 1
  }
}