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Pith Number

pith:22YIME4L

pith:2025:22YIME4L2H35RPIYSC5S4Z57OK
not attested not anchored not stored refs pending

Protein Language Model Zero-Shot Fitness Predictions are Improved by Inference-only Dropout

Aditya Ravuri, Neil D. Lawrence

arxiv:2506.14793 v1 · 2025-05-31 · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{22YIME4L2H35RPIYSC5S4Z57OK}

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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 2026-07-05T11:23:31.479842Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

d6b086138bd1f7d8bd1890bb2e67bf729e2f15f3d47362cc854c28896b2b5e17

Aliases

arxiv: 2506.14793 · arxiv_version: 2506.14793v1 · doi: 10.48550/arxiv.2506.14793 · pith_short_12: 22YIME4L2H35 · pith_short_16: 22YIME4L2H35RPIY · pith_short_8: 22YIME4L
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/22YIME4L2H35RPIYSC5S4Z57OK \
  | 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: d6b086138bd1f7d8bd1890bb2e67bf729e2f15f3d47362cc854c28896b2b5e17
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "059436b006f1e19a337c4353832b90b86b64c9c738e00fd87474f0f87f4c5263",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-05-31T17:16:59Z",
    "title_canon_sha256": "5453a89704a2018a7350469c9a2ec71cc66f40523bf6d2509d68d0d1d610b197"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.14793",
    "kind": "arxiv",
    "version": 1
  }
}