Pith Number

pith:EDZO4ORZ

pith:2019:EDZO4ORZIPRUKRTZAWSN3CY3RV

not attested not anchored not stored refs pending

A Comprehensive Survey on Transfer Learning

Dongbo Xi, Fuzhen Zhuang, Hengshu Zhu, Hui Xiong, Keyu Duan, Qing He, Yongchun Zhu, Zhiyuan Qi

arxiv:1911.02685 v3 · 2019-11-07 · cs.LG · stat.ML

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{EDZO4ORZIPRUKRTZAWSN3CY3RV}

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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

2 papers in Pith

Attention mechanisms and transfer learning for robust peach leaf damage classification under domain shift

Editing Models with Task Arithmetic

Receipt and verification

First computed	2026-07-05T01:12:27.169098Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

20f2ee3a3943e345467905a4dd8b1b8d50ce7ef53162a1786ec35cca0174cf46

Aliases

arxiv: 1911.02685 · arxiv_version: 1911.02685v3 · doi: 10.48550/arxiv.1911.02685 · pith_short_12: EDZO4ORZIPRU · pith_short_16: EDZO4ORZIPRUKRTZ · pith_short_8: EDZO4ORZ

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/EDZO4ORZIPRUKRTZAWSN3CY3RV \
  | 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: 20f2ee3a3943e345467905a4dd8b1b8d50ce7ef53162a1786ec35cca0174cf46

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "09886e4cdc10b56ee8ca73e4ffcbb93579308ac709043b54399e1cdb378eec21",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-11-07T00:15:02Z",
    "title_canon_sha256": "dd71e941db25f44a81e1a4b6499c9f66b1c80068db2ba07fa13205d29356b1f0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1911.02685",
    "kind": "arxiv",
    "version": 3
  }
}