Pith Number

pith:XCTUDM7A

pith:2022:XCTUDM7ATRKJDMHI6EXWLAO5NU

not attested not anchored not stored refs pending

Plex: Towards Reliability using Pretrained Large Model Extensions

Andreas Kirsch, Balaji Lakshminarayanan, D. Sculley, Du Phan, Dustin Tran, Honglin Yuan, Huiyi Hu, Jasper Snoek, Jeremiah Liu, Jie Ren, Joost van Amersfoort, Karan Singhal, Kehang Han, Kelly Buchanan, Kevin Murphy, Mark Collier, Michael W. Dusenberry, Neil Band, Nithum Thain, Rodolphe Jenatton, Tim G. J. Rudner, Yarin Gal, Zachary Nado, Zelda Mariet, Zi Wang, Zoubin Ghahramani

arxiv:2207.07411 v1 · 2022-07-15 · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{XCTUDM7ATRKJDMHI6EXWLAO5NU}

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.

Cited by

5 papers in Pith

Remember with Confidence: Uncertainty Quantification for Spatio-temporal Memory with Probabilistic Guarantees

Towards Expert-Level Medical Question Answering with Large Language Models

From pre-training to downstream performance: Does domain-specific pre-training make sense?

Medical Model Synthesis Architectures: A Case Study

Towards an AI co-scientist

Receipt and verification

First computed	2026-07-05T04:40:32.280544Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b8a741b3e09c5491b0e8f12f6581dd6d3525c3c51ea15b67f7e2f7eb6bf13706

Aliases

arxiv: 2207.07411 · arxiv_version: 2207.07411v1 · doi: 10.48550/arxiv.2207.07411 · pith_short_12: XCTUDM7ATRKJ · pith_short_16: XCTUDM7ATRKJDMHI · pith_short_8: XCTUDM7A

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/XCTUDM7ATRKJDMHI6EXWLAO5NU \
  | 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: b8a741b3e09c5491b0e8f12f6581dd6d3525c3c51ea15b67f7e2f7eb6bf13706

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b0a8934920bc4d0310bb33b10e9de70d8765c93225f93ea8436f92e2a4b3e1ef",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-07-15T11:39:37Z",
    "title_canon_sha256": "e2173f457a4c488316e206af821f05f2824f7e58cf58ecec5b65a1f2299fe442"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2207.07411",
    "kind": "arxiv",
    "version": 1
  }
}