Pith Number

pith:WHXHJHOM

pith:2024:WHXHJHOMXRG2S4RPKDJIMFY5Q7

not attested not anchored not stored refs pending

A Survey on LoRA of Large Language Models

Wenyi Xu, Yijiang Fan, Yuhang Ge, Yu Mi, Yunjun Gao, Yuren Mao, Zhonghao Hu

arxiv:2407.11046 v4 · 2024-07-08 · cs.LG · cs.AI · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{WHXHJHOMXRG2S4RPKDJIMFY5Q7}

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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

Low Rank Adaptation for Adversarial Perturbation

Receipt and verification

First computed	2026-07-05T09:24:59.910850Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b1ee749dccbc4da9722f50d286171d87d0d65f54bf6ca47920474cfd956e8261

Aliases

arxiv: 2407.11046 · arxiv_version: 2407.11046v4 · doi: 10.48550/arxiv.2407.11046 · pith_short_12: WHXHJHOMXRG2 · pith_short_16: WHXHJHOMXRG2S4RP · pith_short_8: WHXHJHOM

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/WHXHJHOMXRG2S4RPKDJIMFY5Q7 \
  | 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: b1ee749dccbc4da9722f50d286171d87d0d65f54bf6ca47920474cfd956e8261

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "31c862a899c51b3b083b48500f4dee5976bdf9167c6d9e8ef0f34787cc208863",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-07-08T12:32:10Z",
    "title_canon_sha256": "4706cd852817742aedf3db911992947c6ded936b5446c4110fdb627453c5bacf"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.11046",
    "kind": "arxiv",
    "version": 4
  }
}