Pith Number

pith:VMMO635J

pith:2023:VMMO635JI7E2EVALH3INW7PXBU

not attested not anchored not stored refs pending

A Stability Analysis of Fine-Tuning a Pre-Trained Model

Anthony Man-Cho So, Nigel Collier, Zihao Fu

arxiv:2301.09820 v2 · 2023-01-24 · 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{VMMO635JI7E2EVALH3INW7PXBU}

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

ClaHF: A Human Feedback-inspired Reinforcement Learning Framework for Improving Classification Tasks

Receipt and verification

First computed	2026-07-05T07:21:25.175357Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ab18ef6fa947c9a2540b3ed0db7df70d0e511f8b9e542b4deedacec1450cd108

Aliases

arxiv: 2301.09820 · arxiv_version: 2301.09820v2 · doi: 10.48550/arxiv.2301.09820 · pith_short_12: VMMO635JI7E2 · pith_short_16: VMMO635JI7E2EVAL · pith_short_8: VMMO635J

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/VMMO635JI7E2EVALH3INW7PXBU \
  | 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: ab18ef6fa947c9a2540b3ed0db7df70d0e511f8b9e542b4deedacec1450cd108

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b7d7f8622aec0269b16945b6145db8a742ad40f7e9de0f71005fac2c0f48bc1f",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-01-24T05:11:17Z",
    "title_canon_sha256": "6a9c3e86df8b6c9a92d451f72b0a68a1800f27c5992919b99784590eff170f01"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2301.09820",
    "kind": "arxiv",
    "version": 2
  }
}