pith. sign in
Pith Number

pith:PMFI2YIO

pith:2025:PMFI2YIOKODPMQ5F7RUN4FJOYI
not attested not anchored not stored refs pending

Overcoming Labelled Data Scarcity for Defect Classification in Scanning Tunneling Microscopy

David Z. Gao, Filippo Federici Canova, Geoff Thornton, Max Trouton, Neil J. Curson, Nikola L. Kolev, Taylor J. Z. Stock

arxiv:2506.01678 v2 · 2025-06-02 · cond-mat.mtrl-sci · cs.AI

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{PMFI2YIOKODPMQ5F7RUN4FJOYI}

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 2026-06-19T16:12:46.084868Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

7b0a8d610e5386f643a5fc68de152ec21b14a5cfba5161c39071cf7085c70e28

Aliases

arxiv: 2506.01678 · arxiv_version: 2506.01678v2 · doi: 10.48550/arxiv.2506.01678 · pith_short_12: PMFI2YIOKODP · pith_short_16: PMFI2YIOKODPMQ5F · pith_short_8: PMFI2YIO
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/PMFI2YIOKODPMQ5F7RUN4FJOYI \
  | 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: 7b0a8d610e5386f643a5fc68de152ec21b14a5cfba5161c39071cf7085c70e28
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "ba6999ec1c0446f59956c8e8efdc03b1bee1837206301428cb29d733c995b386",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cond-mat.mtrl-sci",
    "submitted_at": "2025-06-02T13:47:37Z",
    "title_canon_sha256": "6db30260007eaaeaf01c963480a6c6c9ebfcbb2f6ebb9d489abf530b316b22e0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.01678",
    "kind": "arxiv",
    "version": 2
  }
}