Pith Number

pith:TKIRAZBV

pith:2020:TKIRAZBVTYELJNONKSDX3JDTLT

not attested not anchored not stored refs pending

Underspecification Presents Challenges for Credibility in Modern Machine Learning

Akinori Mitani, Alan Karthikesalingam, Alexander D'Amour, Alex Beutel, Andrea Montanari, Babak Alipanahi, Ben Adlam, Christina Chen, Christopher Nielson, Cory McLean, Dan Moldovan, Diana Mincu, D. Sculley, Farhad Hormozdiari, Ghassen Jerfel, Harini Suresh, Jacob Eisenstein, Jessica Schrouff, Jonathan Deaton, Katherine Heller, Kellie Webster, Kim Ramasamy, Mario Lucic, Martin Seneviratne, Matthew D. Hoffman, Max Vladymyrov, Neil Houlsby, Rajiv Raman, Rory Sayres, Shannon Sequeira, Shaobo Hou, Steve Yadlowsky, Taedong Yun, Thomas F. Osborne, Victor Veitch, Vivek Natarajan, Xiaohua Zhai, Xuezhi Wang, Yian Ma, Zachary Nado

arxiv:2011.03395 v2 · 2020-11-06 · 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{TKIRAZBVTYELJNONKSDX3JDTLT}

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

9 papers in Pith

Collaborative Large and Small Language Models for Accurate and Scalable Data Repair

Finding Multiple Interpretations in Datasets

From Failure to Alignment: A Requirements Engineering Framework for Machine Learning Systems

Toward Calibrated, Fair, and accurate Deepfake Detection

When Are Two Networks the Same? Tensor Similarity for Mechanistic Interpretability

Receipt and verification

First computed	2026-07-05T01:54:31.995233Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9a911064359e08b4b5cd54877da4735ce388602f339e52db330a01e098429ed4

Aliases

arxiv: 2011.03395 · arxiv_version: 2011.03395v2 · doi: 10.48550/arxiv.2011.03395 · pith_short_12: TKIRAZBVTYEL · pith_short_16: TKIRAZBVTYELJNON · pith_short_8: TKIRAZBV

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/TKIRAZBVTYELJNONKSDX3JDTLT \
  | 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: 9a911064359e08b4b5cd54877da4735ce388602f339e52db330a01e098429ed4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "952f73427057b3c42080e341dfe405fbd1ebcfe07204649779f9a430555a61bd",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-11-06T14:53:13Z",
    "title_canon_sha256": "70018e6fc56f6cf01fae71bbceec9f81941e292fbfd211899e4c056d4b4037fb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2011.03395",
    "kind": "arxiv",
    "version": 2
  }
}