Pith Number

pith:KSIW3BGV

pith:2021:KSIW3BGVT6DD3KVGOQYYJGJIM4

not attested not anchored not stored refs pending

Generalizability of deep learning based fluence map prediction as an inverse planning approach

Lin Ma, Mingli Chen, Weiguo Lu, Xuejun Gu

arxiv:2104.15032 v1 · 2021-04-30 · physics.med-ph

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{KSIW3BGVT6DD3KVGOQYYJGJIM4}

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.

Cited by

1 paper in Pith

A Beam's Eye View to Fluence Maps 3D Network for Ultra Fast VMAT Radiotherapy Planning

Receipt and verification

First computed	2026-07-05T02:36:29.318870Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

54916d84d59f863daaa67431849928673fecdd74daa6f01bc12c2bdf3883706f

Aliases

arxiv: 2104.15032 · arxiv_version: 2104.15032v1 · doi: 10.48550/arxiv.2104.15032 · pith_short_12: KSIW3BGVT6DD · pith_short_16: KSIW3BGVT6DD3KVG · pith_short_8: KSIW3BGV

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/KSIW3BGVT6DD3KVGOQYYJGJIM4 \
  | 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: 54916d84d59f863daaa67431849928673fecdd74daa6f01bc12c2bdf3883706f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2307a6fa8c3692f9b2608a6d5a9195b6e520b4e462be08709f3f653b835b51f0",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "physics.med-ph",
    "submitted_at": "2021-04-30T14:39:35Z",
    "title_canon_sha256": "6d8567c00ab51d226a588dc037d42a15fa7e8e7430ca0d0f49076cbaf476eb0c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2104.15032",
    "kind": "arxiv",
    "version": 1
  }
}