Pith Number

pith:UZRVL4HG

pith:2024:UZRVL4HG2YFR2HI6N5ZGLMYVHE

not attested not anchored not stored refs pending

Revisiting Prefix-tuning: Statistical Benefits of Reparameterization among Prompts

Chau Nguyen, Huy Nguyen, Minh Le, Nhat Ho, Quyen Tran, Trung Le

arxiv:2410.02200 v5 · 2024-10-03 · 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{UZRVL4HG2YFR2HI6N5ZGLMYVHE}

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

Combining pre-trained models via localized model averaging

Receipt and verification

First computed	2026-07-05T10:43:01.777280Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a66355f0e6d60b1d1d1e6f7265b315390285038199d4f3add44e181f68bd266a

Aliases

arxiv: 2410.02200 · arxiv_version: 2410.02200v5 · doi: 10.48550/arxiv.2410.02200 · pith_short_12: UZRVL4HG2YFR · pith_short_16: UZRVL4HG2YFR2HI6 · pith_short_8: UZRVL4HG

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/UZRVL4HG2YFR2HI6N5ZGLMYVHE \
  | 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: a66355f0e6d60b1d1d1e6f7265b315390285038199d4f3add44e181f68bd266a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "831a18ed7fe901af877a0029a67617e8a407f93d31db747edcdd89328b6e3e9e",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-03T04:30:24Z",
    "title_canon_sha256": "63bce0bbe7a0ac9d8dd2ea39c25545481d8ae97e42bfe3b8ba26acd60b479c01"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.02200",
    "kind": "arxiv",
    "version": 5
  }
}