Pith Number

pith:S6VTQT52

pith:2022:S6VTQT52GURTOTSFIJ6MZZCI4R

not attested not anchored not stored refs pending

An Information-Theoretic Approach to Transferability in Task Transfer Learning

Amir Zamir, Leonidas Guibas, Lin Zhang, Lizhong Zheng, Shao-Lun Huang, Yajie Bao, Yang Li

arxiv:2212.10082 v1 · 2022-12-20 · cs.LG · cs.CV

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\usepackage{pith}
\pithnumber{S6VTQT52GURTOTSFIJ6MZZCI4R}

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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

1 paper in Pith

Unsupervised Source-Free Ranking of Biomedical Segmentation Models Under Distribution Shift

Receipt and verification

First computed	2026-07-05T05:27:03.561607Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

97ab384fba3523374e45427ccce448e44b3fc240db2a34dcd52ccf287aa52949

Aliases

arxiv: 2212.10082 · arxiv_version: 2212.10082v1 · doi: 10.48550/arxiv.2212.10082 · pith_short_12: S6VTQT52GURT · pith_short_16: S6VTQT52GURTOTSF · pith_short_8: S6VTQT52

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/S6VTQT52GURTOTSFIJ6MZZCI4R \
  | 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: 97ab384fba3523374e45427ccce448e44b3fc240db2a34dcd52ccf287aa52949

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f407246f50529bf5ba47b1be6736afce82459012faadb230c4a5e755c28af0f3",
    "cross_cats_sorted": [
      "cs.CV"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-12-20T08:47:17Z",
    "title_canon_sha256": "831a3ca3b58ef3c526382649cd39c3cd3cbac747670d6a169850cf143b366209"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2212.10082",
    "kind": "arxiv",
    "version": 1
  }
}