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Pith Number

pith:7CIXSQ7M

pith:2025:7CIXSQ7M5X4TBFVUZTZ65UTA4O
not attested not anchored not stored refs pending

Parameter-Efficient Continual Fine-Tuning: A Survey

Eric Nuertey Coleman, Julio Hurtado, Luigi Quarantiello, Qinwen Yang, Samrat Mukherjee, Vincenzo Lomonaco, Ziyue Liu

arxiv:2504.13822 v2 · 2025-04-18 · cs.LG · cs.AI

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{7CIXSQ7M5X4TBFVUZTZ65UTA4O}

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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

Receipt and verification
First computed 2026-07-05T11:55:39.389075Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

f8917943ecedf93096b4ccf3eed260e3ad86618af868c0225f9f75cbc134e9fc

Aliases

arxiv: 2504.13822 · arxiv_version: 2504.13822v2 · doi: 10.48550/arxiv.2504.13822 · pith_short_12: 7CIXSQ7M5X4T · pith_short_16: 7CIXSQ7M5X4TBFVU · pith_short_8: 7CIXSQ7M
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/7CIXSQ7M5X4TBFVUZTZ65UTA4O \
  | 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: f8917943ecedf93096b4ccf3eed260e3ad86618af868c0225f9f75cbc134e9fc
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "f39ecf28e004902dc8ca240625b2b3ed603c1b660dd12423256ae5b779eaafc5",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-04-18T17:51:51Z",
    "title_canon_sha256": "10d51a9d1b0ec92e8631213c609c41f459ef1f3035aa0b47f3bf978fb5042632"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.13822",
    "kind": "arxiv",
    "version": 2
  }
}