Pith. sign in
Pith Number

pith:YLDFHJA3

pith:2026:YLDFHJA3MCPMONMO5KX2UD3ZLD
not attested not anchored not stored refs pending

Decision Making Needs Uncertainty Quantification [Lecture Notes]

Osvaldo Simeone

arxiv:2607.14407 v1 · 2026-07-15 · cs.IT · cs.AI · cs.LG · math.IT

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{YLDFHJA3MCPMONMO5KX2UD3ZLD}

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 2026-07-17T00:21:11.020453Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

c2c653a41b609ec7358eeaafaa0f7958de288baf1b1979d65f29593370f11f50

Aliases

arxiv: 2607.14407 · arxiv_version: 2607.14407v1 · doi: 10.48550/arxiv.2607.14407 · pith_short_12: YLDFHJA3MCPM · pith_short_16: YLDFHJA3MCPMONMO · pith_short_8: YLDFHJA3
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/YLDFHJA3MCPMONMO5KX2UD3ZLD \
  | 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: c2c653a41b609ec7358eeaafaa0f7958de288baf1b1979d65f29593370f11f50
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "467695c8de9614a681a65f5efb1f0dbc6a874db7e49e19c8a1c413b072167d33",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG",
      "math.IT"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.IT",
    "submitted_at": "2026-07-15T22:50:26Z",
    "title_canon_sha256": "befaf0622d45f6f47998f224a9d3c75a02646cc9dd76d51c6f4e21f8b542feb2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2607.14407",
    "kind": "arxiv",
    "version": 1
  }
}