Pith Number

pith:RT3L3OB6

pith:2023:RT3L3OB6LGS7KDYQEP5GVVOH7Q

not attested not anchored not stored refs pending

Tuning LayerNorm in Attention: Towards Efficient Multi-Modal LLM Finetuning

Bingchen Zhao, Chen Wei, Cihang Xie, Haoqin Tu, Jieru Mei

arxiv:2312.11420 v1 · 2023-12-18 · cs.CL · cs.AI · cs.CV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{RT3L3OB6LGS7KDYQEP5GVVOH7Q}

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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

3 papers in Pith

Concept Drift Guided LayerNorm Tuning for Efficient Multimodal Metaphor Identification

Parameter-Efficient Fine-Tuning for Large Models: A Comprehensive Survey

Robust Promptable Video Object Segmentation

Receipt and verification

First computed	2026-07-05T07:25:34.013159Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8cf6bdb83e59a5f50f1023fa6ad5c7fc250794a103a210ca205d94b1dc53a9ab

Aliases

arxiv: 2312.11420 · arxiv_version: 2312.11420v1 · doi: 10.48550/arxiv.2312.11420 · pith_short_12: RT3L3OB6LGS7 · pith_short_16: RT3L3OB6LGS7KDYQ · pith_short_8: RT3L3OB6

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/RT3L3OB6LGS7KDYQEP5GVVOH7Q \
  | 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: 8cf6bdb83e59a5f50f1023fa6ad5c7fc250794a103a210ca205d94b1dc53a9ab

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "30983de377670ee4d06e96fa88b0326e6c5131621c2133f91177603ca9c30285",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CV"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-12-18T18:21:43Z",
    "title_canon_sha256": "c4b3da3c6ef5902dca702b73db41a67a810158161669d6f8ffd16bf92b6e29f6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.11420",
    "kind": "arxiv",
    "version": 1
  }
}