Pith Number

pith:VRBAIULD

pith:2024:VRBAIULDDFWRFSKYRXWZBTOPQQ

not attested not anchored not stored refs pending

Parameter Efficient Fine Tuning: A Comprehensive Analysis Across Applications

Aman Chadha, Charith Chandra Sai Balne, Sreyoshi Bhaduri, Tamoghna Roy, Vinija Jain

arxiv:2404.13506 v2 · 2024-04-21 · 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{VRBAIULDDFWRFSKYRXWZBTOPQQ}

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

Direct Preference Optimization for Chatbot Fine-Tuning: An Empirical Study

FMplex: Model Virtualization for Serving Extensible Foundation Models

Receipt and verification

First computed	2026-07-05T08:11:24.366705Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ac42045163196d12c9588ded90cdcf8423248d2ddf3ad02f8e69cdf0c7aae121

Aliases

arxiv: 2404.13506 · arxiv_version: 2404.13506v2 · doi: 10.48550/arxiv.2404.13506 · pith_short_12: VRBAIULDDFWR · pith_short_16: VRBAIULDDFWRFSKY · pith_short_8: VRBAIULD

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/VRBAIULDDFWRFSKYRXWZBTOPQQ \
  | 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: ac42045163196d12c9588ded90cdcf8423248d2ddf3ad02f8e69cdf0c7aae121

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3df03a06dc4321f513b7407cffd0c03274db253934a13c5b8f37dc25447f95b5",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-04-21T02:26:15Z",
    "title_canon_sha256": "f033b37146a00ac3a6a06fce10cab25ef4c6527246d8374b878dbed56cfe61f7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.13506",
    "kind": "arxiv",
    "version": 2
  }
}