Pith Number

pith:6NQZ2NCD

pith:2024:6NQZ2NCDGWKRBIODNOIBA6B2EN

not attested not anchored not stored refs pending

Semantic Hierarchical Prompt Tuning for Parameter-Efficient Fine-Tuning

Bin Wang, Fangyuan Zhang, Haowei Zhu, Junhai Yong, Rui Qin, Tianxiang Pan

arxiv:2412.16956 v2 · 2024-12-22 · cs.CV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{6NQZ2NCDGWKRBIODNOIBA6B2EN}

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.

Receipt and verification

First computed	2026-07-05T09:53:47.797490Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f3619d3443359510a1c36b9010783a235beb9b2b2467d18550a58d4fe102ecbc

Aliases

arxiv: 2412.16956 · arxiv_version: 2412.16956v2 · doi: 10.48550/arxiv.2412.16956 · pith_short_12: 6NQZ2NCDGWKR · pith_short_16: 6NQZ2NCDGWKRBIOD · pith_short_8: 6NQZ2NCD

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/6NQZ2NCDGWKRBIODNOIBA6B2EN \
  | 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: f3619d3443359510a1c36b9010783a235beb9b2b2467d18550a58d4fe102ecbc

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "56cd58e88542a916098b9225fe0a0f917a5926985115528b1f963dd8a6897927",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-12-22T10:28:52Z",
    "title_canon_sha256": "c186f11ec2ee50d69eb01301f9b5cb4fe587f306687cf8e3fb31b69be5207abb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.16956",
    "kind": "arxiv",
    "version": 2
  }
}