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Pith Number

pith:3WLFZPUN

pith:2025:3WLFZPUNV7KUE4TRSOT5LH57R2
not attested not anchored not stored refs pending

Toward Robust Non-Transferable Learning: A Survey and Benchmark

Tongliang Liu, Yongli Xiang, Ziming Hong

arxiv:2502.13593 v2 · 2025-02-19 · cs.LG · cs.CR · cs.CV

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{3WLFZPUNV7KUE4TRSOT5LH57R2}

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

Receipt and verification
First computed 2026-07-05T10:26:14.230354Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

dd965cbe8dafd542727193a7d59fbf8eb37fff94b03965cebb086c7c92d24180

Aliases

arxiv: 2502.13593 · arxiv_version: 2502.13593v2 · doi: 10.48550/arxiv.2502.13593 · pith_short_12: 3WLFZPUNV7KU · pith_short_16: 3WLFZPUNV7KUE4TR · pith_short_8: 3WLFZPUN
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/3WLFZPUNV7KUE4TRSOT5LH57R2 \
  | 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: dd965cbe8dafd542727193a7d59fbf8eb37fff94b03965cebb086c7c92d24180
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "8bc3a34aa36d82ae8f4c1e7e72ebb37eba5919a4d52a443b52e5e602cb3d7095",
    "cross_cats_sorted": [
      "cs.CR",
      "cs.CV"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-19T10:12:19Z",
    "title_canon_sha256": "81339a67c62a12efbddca505bc724e04b50747768a9ecd4bd0e19a098ee02cd7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.13593",
    "kind": "arxiv",
    "version": 2
  }
}