Pith Number

pith:VZYNO72Z

pith:2019:VZYNO72ZNEQM4QBJOW3QLPBIFI

not attested not anchored not stored refs pending

Transfer Learning in General Lensless Imaging through Scattering Media

Cheng Ma, Guoqi Li, Jing Pei, Lei Deng, Peng Jiao, Yansong Chua, Yukuan Yang

arxiv:1912.12419 v1 · 2019-12-28 · eess.IV · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{VZYNO72ZNEQM4QBJOW3QLPBIFI}

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	2026-07-05T00:28:59.939271Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ae70d77f596920ce402975b705bc282a05d34b0c90d2c3fbf321f998bcc7fb0b

Aliases

arxiv: 1912.12419 · arxiv_version: 1912.12419v1 · doi: 10.48550/arxiv.1912.12419 · pith_short_12: VZYNO72ZNEQM · pith_short_16: VZYNO72ZNEQM4QBJ · pith_short_8: VZYNO72Z

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/VZYNO72ZNEQM4QBJOW3QLPBIFI \
  | 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: ae70d77f596920ce402975b705bc282a05d34b0c90d2c3fbf321f998bcc7fb0b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1da732584d35c2365175c40af000ec5e97c557ea4abf5eb7d807c3b9b227f91d",
    "cross_cats_sorted": [
      "cs.LG",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "eess.IV",
    "submitted_at": "2019-12-28T07:37:25Z",
    "title_canon_sha256": "18a2e5e8a4911f50230ea7ffebf47b3117b1198c390bb03a7171985e4bdc7e0c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1912.12419",
    "kind": "arxiv",
    "version": 1
  }
}