Pith Number

pith:A3TJBGVG

pith:2023:A3TJBGVGMRIV3VV2W73UIUB64K

not attested not anchored not stored refs pending

PTP: Boosting Stability and Performance of Prompt Tuning with Perturbation-Based Regularizer

Heng Huang, Lichang Chen, Minhao Cheng

arxiv:2305.02423 v1 · 2023-05-03 · 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{A3TJBGVGMRIV3VV2W73UIUB64K}

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

5% > 100%: Flatness Preference is All You Need for Multimodal Parameter-Efficient Fine-Tuning

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

Receipt and verification

First computed	2026-07-05T06:07:00.657764Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

06e6909aa664515dd6bab7f744503ee2988d665a170d7b22aa04647751c971d6

Aliases

arxiv: 2305.02423 · arxiv_version: 2305.02423v1 · doi: 10.48550/arxiv.2305.02423 · pith_short_12: A3TJBGVGMRIV · pith_short_16: A3TJBGVGMRIV3VV2 · pith_short_8: A3TJBGVG

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/A3TJBGVGMRIV3VV2W73UIUB64K \
  | 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: 06e6909aa664515dd6bab7f744503ee2988d665a170d7b22aa04647751c971d6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "47fc64b87edf58392cd958c9ce5d177d755d2a89d71c1ebff574b32cb545d81c",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-05-03T20:30:51Z",
    "title_canon_sha256": "6e1c9a6c023b279fb40c6c1479bcfc8668810b76361c30a931b167e29bfc270a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2305.02423",
    "kind": "arxiv",
    "version": 1
  }
}