Pith Number

pith:6BCF6L4H

pith:2025:6BCF6L4HBNFCQGTNBIWMDL7Y52

not attested not anchored not stored refs pending

Overconfident Oracles: Limitations of In Silico Sequence Design Benchmarking

Nathan Grinsztajn, Paul Duckworth, Shikha Surana, Thomas D. Barrett, Timothy Atkinson

arxiv:2502.17246 v1 · 2025-02-24 · 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{6BCF6L4HBNFCQGTNBIWMDL7Y52}

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	2026-07-05T10:19:07.662629Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f0445f2f870b4a281a6d0a2cc1aff8ee917efcd54b73507d4c7a2af4e7f18410

Aliases

arxiv: 2502.17246 · arxiv_version: 2502.17246v1 · doi: 10.48550/arxiv.2502.17246 · pith_short_12: 6BCF6L4HBNFC · pith_short_16: 6BCF6L4HBNFCQGTN · pith_short_8: 6BCF6L4H

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/6BCF6L4HBNFCQGTNBIWMDL7Y52 \
  | 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: f0445f2f870b4a281a6d0a2cc1aff8ee917efcd54b73507d4c7a2af4e7f18410

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7ec37f0f441e4dd6e882bc9df058a52f4126f1a9e658ae74c2167f2cc6d325d6",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-24T15:25:21Z",
    "title_canon_sha256": "3f693cb7269d6df232749bf34714aaa801394d2c919aa14a1fa593f9e5028275"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.17246",
    "kind": "arxiv",
    "version": 1
  }
}