Pith Number

pith:UR4ZWRHY

pith:2023:UR4ZWRHYCTDFMR7JL3THZSTXR5

not attested not anchored not stored refs pending

Parameter-efficient is not sufficient: Exploring Parameter, Memory, and Time Efficient Adapter Tuning for Dense Predictions

Bin Li, Dongshuo Yin, Hao Feng, Jing Bai, Xueting Han

arxiv:2306.09729 v2 · 2023-06-16 · cs.CV

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\usepackage{pith}
\pithnumber{UR4ZWRHYCTDFMR7JL3THZSTXR5}

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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

Parameter-Efficient Fine-Tuning for Foundation Models

Receipt and verification

First computed	2026-07-05T07:17:27.074306Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a4799b44f814c65647e95ee67cca778f45b371c257fbbffb881a25a3428df246

Aliases

arxiv: 2306.09729 · arxiv_version: 2306.09729v2 · doi: 10.48550/arxiv.2306.09729 · pith_short_12: UR4ZWRHYCTDF · pith_short_16: UR4ZWRHYCTDFMR7J · pith_short_8: UR4ZWRHY

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/UR4ZWRHYCTDFMR7JL3THZSTXR5 \
  | 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: a4799b44f814c65647e95ee67cca778f45b371c257fbbffb881a25a3428df246

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c93844721614996a9c43aa201221e1db28daea040f342e08c105b1ab16ffb0c3",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2023-06-16T09:54:07Z",
    "title_canon_sha256": "6a6b5421333821c3b7433302e2d8cb13695178ec623227dd3a52e26c8f429618"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2306.09729",
    "kind": "arxiv",
    "version": 2
  }
}