Pith Number

pith:UFPREUEL

pith:2024:UFPREUEL4YKHI7PDO5JIBSVCKZ

not attested not anchored not stored refs pending

Mind the Interference: Retaining Pre-trained Knowledge in Parameter Efficient Continual Learning of Vision-Language Models

Chunming He, Hantao Zhou, Hengshuang Zhao, Jiaya Jia, Kai Li, Longxiang Tang, Xiu Li, Zhuotao Tian

arxiv:2407.05342 v1 · 2024-07-07 · cs.CV

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\usepackage{pith}
\pithnumber{UFPREUEL4YKHI7PDO5JIBSVCKZ}

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Record completeness

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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

Retaining and Enhancing Pre-trained Knowledge in Vision-Language Models with Prompt Ensembling

Receipt and verification

First computed	2026-07-05T08:41:11.715363Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a15f12508be614747de3775280caa256435863b8907450e2e14ee18320585a33

Aliases

arxiv: 2407.05342 · arxiv_version: 2407.05342v1 · doi: 10.48550/arxiv.2407.05342 · pith_short_12: UFPREUEL4YKH · pith_short_16: UFPREUEL4YKHI7PD · pith_short_8: UFPREUEL

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/UFPREUEL4YKHI7PDO5JIBSVCKZ \
  | 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: a15f12508be614747de3775280caa256435863b8907450e2e14ee18320585a33

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5f48b998acd2188bb8892020377a199b59b2eac6799b5d58460db369ab386136",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-07-07T12:19:37Z",
    "title_canon_sha256": "fb083f2553db3da9ee5dbe4f4b10103921ab658a296b43bfe97b326eff6e3057"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.05342",
    "kind": "arxiv",
    "version": 1
  }
}