Pith Number

pith:NTMU2QV3

pith:2024:NTMU2QV3IQJZMWWKBQRA3CPTGP

not attested not anchored not stored refs pending

PEFT-U: Parameter-Efficient Fine-Tuning for User Personalization

Christopher Clarke, Jason Mars, Lingjia Tang, Yuzhao Heng

arxiv:2407.18078 v1 · 2024-07-25 · cs.CL · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{NTMU2QV3IQJZMWWKBQRA3CPTGP}

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

1 paper in Pith

AirLLM: Diffusion Policy-based Adaptive LoRA for Remote Fine-Tuning of LLM over the Air

Receipt and verification

First computed	2026-07-05T08:48:34.078741Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6cd94d42bb4413965aca0c220d89f333c1217fae1c9628e9e07a570b5ee95fea

Aliases

arxiv: 2407.18078 · arxiv_version: 2407.18078v1 · doi: 10.48550/arxiv.2407.18078 · pith_short_12: NTMU2QV3IQJZ · pith_short_16: NTMU2QV3IQJZMWWK · pith_short_8: NTMU2QV3

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/NTMU2QV3IQJZMWWKBQRA3CPTGP \
  | 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: 6cd94d42bb4413965aca0c220d89f333c1217fae1c9628e9e07a570b5ee95fea

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "065403d6f3e282a7faf3419dceb8787915386521c21d1984a4cb4fec820482b2",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-07-25T14:36:18Z",
    "title_canon_sha256": "dd0a7740a97f783b53e809362ada725211adc1f3f5cbe0e71466f54a29f5194e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.18078",
    "kind": "arxiv",
    "version": 1
  }
}