Pith Number

pith:22DAKT5P

pith:2023:22DAKT5PM2Q43HNLZ3GYPTCEJP

not attested not anchored not stored refs pending

Make Pre-trained Model Reversible: From Parameter to Memory Efficient Fine-Tuning

Baohao Liao, Christof Monz, Shaomu Tan

arxiv:2306.00477 v4 · 2023-06-01 · cs.CL · cs.AI · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{22DAKT5PM2Q43HNLZ3GYPTCEJP}

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

Robust Adaptation of Foundation Models with Black-Box Visual Prompting

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

Receipt and verification

First computed	2026-07-05T07:02:29.908648Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d686054faf66a1cd9dabcecd87cc444bfa5f3a051e6d8512f0a27a935a50c446

Aliases

arxiv: 2306.00477 · arxiv_version: 2306.00477v4 · doi: 10.48550/arxiv.2306.00477 · pith_short_12: 22DAKT5PM2Q4 · pith_short_16: 22DAKT5PM2Q43HNL · pith_short_8: 22DAKT5P

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/22DAKT5PM2Q43HNLZ3GYPTCEJP \
  | 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: d686054faf66a1cd9dabcecd87cc444bfa5f3a051e6d8512f0a27a935a50c446

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "091988161c866094566eea4cb35e9470fcc8fe4a902f48884a07b168a70cc1d5",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-06-01T09:26:17Z",
    "title_canon_sha256": "3e20f3fba33b501fdb9aaa886cb1298e0abdb2722c73af5d7a9ecb9f67c55367"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2306.00477",
    "kind": "arxiv",
    "version": 4
  }
}