Pith Number

pith:TBCUVOS4

pith:2025:TBCUVOS4WWFGG73LM4DNP2WBS5

not attested not anchored not stored refs pending

Uncertainty-Driven Reliability: Selective Prediction and Trustworthy Deployment in Modern Machine Learning

Stephan Rabanser

arxiv:2508.07556 v2 · 2025-08-11 · cs.LG · cs.AI · cs.CY · 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{TBCUVOS4WWFGG73LM4DNP2WBS5}

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	2026-07-05T12:06:17.520097Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

98454aba5cb58a637f6b6706d7eac19773bc6586d7c5231f69948f79d943fb21

Aliases

arxiv: 2508.07556 · arxiv_version: 2508.07556v2 · doi: 10.48550/arxiv.2508.07556 · pith_short_12: TBCUVOS4WWFG · pith_short_16: TBCUVOS4WWFGG73L · pith_short_8: TBCUVOS4

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/TBCUVOS4WWFGG73LM4DNP2WBS5 \
  | 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: 98454aba5cb58a637f6b6706d7eac19773bc6586d7c5231f69948f79d943fb21

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4e599f461d56b98825b9c8ccf88309608008867c491e9e266880620fb1eedc49",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CY",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-08-11T02:33:53Z",
    "title_canon_sha256": "05d69815b3270109f778dd95318a2530e3977a81412e55ab958d5b6453f9525b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.07556",
    "kind": "arxiv",
    "version": 2
  }
}