Pith Number

pith:RHRYCPME

pith:2023:RHRYCPMEFGKS5IE7UBMYRHVTYV

not attested not anchored not stored refs pending

Non-Intrusive Adaptation: Input-Centric Parameter-efficient Fine-Tuning for Versatile Multimodal Modeling

Bo Pang, Chun-Ta Lu, Frederick Liu, Geoff Brown, Jiageng Zhang, Jialin Wu, Michael Bendersky, Radu Soricut, Tanmaya Dabral, Yaqing Wang, Yi Liang

arxiv:2310.12100 v1 · 2023-10-18 · cs.CL · cs.AI · cs.CV · cs.LG · cs.MM

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{RHRYCPMEFGKS5IE7UBMYRHVTYV}

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

2 papers in Pith

LoRA-DA: Data-Aware Initialization for Low-Rank Adaptation via Asymptotic Analysis

DoRA: Weight-Decomposed Low-Rank Adaptation

Receipt and verification

First computed	2026-07-05T07:02:16.962338Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

89e3813d8429952ea09fa059889eb3c558e85108faf5017f27284f9fd8c3d099

Aliases

arxiv: 2310.12100 · arxiv_version: 2310.12100v1 · doi: 10.48550/arxiv.2310.12100 · pith_short_12: RHRYCPMEFGKS · pith_short_16: RHRYCPMEFGKS5IE7 · pith_short_8: RHRYCPME

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/RHRYCPMEFGKS5IE7UBMYRHVTYV \
  | 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: 89e3813d8429952ea09fa059889eb3c558e85108faf5017f27284f9fd8c3d099

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "dc0dee03868f310da745fe9613748292c73688194efa3c19b4e41f21061deffe",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CV",
      "cs.LG",
      "cs.MM"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-10-18T16:43:08Z",
    "title_canon_sha256": "465836a1cfea6f0ce15814c25431794844c64c675faf25910c567ebbd01110b6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.12100",
    "kind": "arxiv",
    "version": 1
  }
}