Pith Number

pith:NPTFHVWV

pith:2025:NPTFHVWV2CE2RE4RMZGFCBWOS3

not attested not anchored not stored refs pending

Attribution assignment for deep-generative sequence models enables interpretability analysis using positive-only data

Geir Kjetil Sandve, G\"unter Klambauer, Michael Widrich, Philippe A. Robert, Rahmad Akbar, Robert Frank, Victor Greiff

arxiv:2506.23182 v2 · 2025-06-29 · cs.LG · q-bio.QM

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{NPTFHVWV2CE2RE4RMZGFCBWOS3}

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	2026-07-05T11:35:35.896633Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6be653d6d5d089a89391664c5106ce96da2e32e3a1a631ea2eb92d71a6145cd8

Aliases

arxiv: 2506.23182 · arxiv_version: 2506.23182v2 · doi: 10.48550/arxiv.2506.23182 · pith_short_12: NPTFHVWV2CE2 · pith_short_16: NPTFHVWV2CE2RE4R · pith_short_8: NPTFHVWV

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/NPTFHVWV2CE2RE4RMZGFCBWOS3 \
  | 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: 6be653d6d5d089a89391664c5106ce96da2e32e3a1a631ea2eb92d71a6145cd8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e983260ac528d78d4c0ac5c1c1edb50ef24b72d1d679a2e273ba8cdc11dc1b56",
    "cross_cats_sorted": [
      "q-bio.QM"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-06-29T10:50:46Z",
    "title_canon_sha256": "06172ccd8ac5037572955069f265bc7f80f6746f42345ddb573efbfc0e2c60d6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.23182",
    "kind": "arxiv",
    "version": 2
  }
}