Pith Number

pith:PCMRTOM4

pith:2024:PCMRTOM4OYTCPEW7WUTOYYNRFN

not attested not anchored not stored refs pending

Lessons and Insights from a Unifying Study of Parameter-Efficient Fine-Tuning (PEFT) in Visual Recognition

Cheng-Hao Tu, Hong-You Chen, Li Zhang, Ping Zhang, Wei-Lun Chao, Zheda Mai

arxiv:2409.16434 v5 · 2024-09-24 · cs.LG · cs.AI · cs.CV

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\usepackage{pith}
\pithnumber{PCMRTOM4OYTCPEW7WUTOYYNRFN}

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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

Residual Feature Integration is Sufficient to Prevent Negative Transfer

Receipt and verification

First computed	2026-07-05T10:38:36.119400Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

789919b99c76262792dfb526ec61b12b5c27263edbca25a840145cd7b6259e06

Aliases

arxiv: 2409.16434 · arxiv_version: 2409.16434v5 · doi: 10.48550/arxiv.2409.16434 · pith_short_12: PCMRTOM4OYTC · pith_short_16: PCMRTOM4OYTCPEW7 · pith_short_8: PCMRTOM4

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/PCMRTOM4OYTCPEW7WUTOYYNRFN \
  | 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: 789919b99c76262792dfb526ec61b12b5c27263edbca25a840145cd7b6259e06

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "823d3eb5ffa72e5d81d9f3794b954061ce0fee29fd112fd5b2f05e2507a88165",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CV"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-09-24T19:57:40Z",
    "title_canon_sha256": "e8cb411159d2abdbab708558ac758882d024b1f0ce6596b6b81222a57fec1d69"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.16434",
    "kind": "arxiv",
    "version": 5
  }
}