Pith Number

pith:MEAOUM7P

pith:2021:MEAOUM7PZSMTPXOGK5IXA22MTU

not attested not anchored not stored refs pending

Model-aided Deep Reinforcement Learning for Sample-efficient UAV Trajectory Design in IoT Networks

David Gesbert, Harald Bayerlein, Omid Esrafilian

arxiv:2104.10403 v3 · 2021-04-21 · cs.IT · cs.LG · math.IT

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{MEAOUM7PZSMTPXOGK5IXA22MTU}

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	2026-07-05T03:54:00.505355Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6100ea33efcc9937ddc65751706b4c9d06c647be518620c844c59336a69a84cb

Aliases

arxiv: 2104.10403 · arxiv_version: 2104.10403v3 · doi: 10.48550/arxiv.2104.10403 · pith_short_12: MEAOUM7PZSMT · pith_short_16: MEAOUM7PZSMTPXOG · pith_short_8: MEAOUM7P

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/MEAOUM7PZSMTPXOGK5IXA22MTU \
  | 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: 6100ea33efcc9937ddc65751706b4c9d06c647be518620c844c59336a69a84cb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e77df48394d606af6db38ee84e8ec3c6d08f7e56bc0c941c0cbf9a652a052a38",
    "cross_cats_sorted": [
      "cs.LG",
      "math.IT"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.IT",
    "submitted_at": "2021-04-21T08:25:11Z",
    "title_canon_sha256": "1e3aa816b377a41d3422eb33432f0299aeae23f5487ad067ed1d0e0af5cc2617"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2104.10403",
    "kind": "arxiv",
    "version": 3
  }
}