Pith Number

pith:M4PKF3UX

pith:2025:M4PKF3UXLFD7YVKS4KKMUT5DR7

not attested not anchored not stored refs pending

Beyond Fine-Tuning: A Systematic Study of Sampling Techniques in Personalized Image Generation

Aibek Alanov, Maksim Nakhodnov, Vera Soboleva

arxiv:2502.05895 v1 · 2025-02-09 · 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{M4PKF3UXLFD7YVKS4KKMUT5DR7}

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	2026-07-05T10:11:44.886041Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

671ea2ee975947fc5552e294ca4fa38fc4ac715d01ef5efe282e56fdf0b5067e

Aliases

arxiv: 2502.05895 · arxiv_version: 2502.05895v1 · doi: 10.48550/arxiv.2502.05895 · pith_short_12: M4PKF3UXLFD7 · pith_short_16: M4PKF3UXLFD7YVKS · pith_short_8: M4PKF3UX

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/M4PKF3UXLFD7YVKS4KKMUT5DR7 \
  | 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: 671ea2ee975947fc5552e294ca4fa38fc4ac715d01ef5efe282e56fdf0b5067e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1b3c8951a601a143d6035ff1c8130b49ab81471217288588ed486b1b63775312",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-02-09T13:22:32Z",
    "title_canon_sha256": "089a4c023f633f6ed474253d88b65a2d5161ef0087597818ed74593348d3a3b2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.05895",
    "kind": "arxiv",
    "version": 1
  }
}