Pith Number

pith:2DRBPSBJ

pith:2025:2DRBPSBJT2NMRE3TJV5GWFMEUA

not attested not anchored not stored refs pending

Extending Epistemic Uncertainty Beyond Parameters Would Assist in Designing Reliable LLMs

Desi R. Ivanova, T. Duy Nguyen-Hien, Wee Sun Lee, Yee Whye Teh

arxiv:2506.07448 v1 · 2025-06-09 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{2DRBPSBJT2NMRE3TJV5GWFMEUA}

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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.

Cited by

1 paper in Pith

When Planning Fails Despite Correct Execution: On Epistemic Calibration for LLM-Based Multi-Agent Systems

Receipt and verification

First computed	2026-07-05T11:18:27.481999Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d0e217c8299e9ac893734d7a6b1584a03c103b81dd4af80f2691fb948023493d

Aliases

arxiv: 2506.07448 · arxiv_version: 2506.07448v1 · doi: 10.48550/arxiv.2506.07448 · pith_short_12: 2DRBPSBJT2NM · pith_short_16: 2DRBPSBJT2NMRE3T · pith_short_8: 2DRBPSBJ

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/2DRBPSBJT2NMRE3TJV5GWFMEUA \
  | 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: d0e217c8299e9ac893734d7a6b1584a03c103b81dd4af80f2691fb948023493d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4c7bf4768a4578b990222605dbc77af79a807c0df0458d7175f292a04c6fae24",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-06-09T05:52:03Z",
    "title_canon_sha256": "9ff65a86af29aea52dda21066bf11e4f3f4c77ddc345aeff2e6b04b28472d1c8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.07448",
    "kind": "arxiv",
    "version": 1
  }
}