Pith Number

pith:P4Q6ADWO

pith:2024:P4Q6ADWO3GCOX2TS32S42PHDBB

not attested not anchored not stored refs pending

Bayesian Nonparametrics Meets Data-Driven Distributionally Robust Optimization

Nhat Ho, Nicola Bariletto

arxiv:2401.15771 v5 · 2024-01-28 · stat.ML · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{P4Q6ADWO3GCOX2TS32S42PHDBB}

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

1 paper in Pith

Decision Making under the Exponential Family: Distributionally Robust Optimisation with Bayesian Ambiguity Sets

Receipt and verification

First computed	2026-07-05T09:32:41.759700Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7f21e00eced984ebea72dea5cd3ce3087b81481cc54b1f5035ea5704eb224721

Aliases

arxiv: 2401.15771 · arxiv_version: 2401.15771v5 · doi: 10.48550/arxiv.2401.15771 · pith_short_12: P4Q6ADWO3GCO · pith_short_16: P4Q6ADWO3GCOX2TS · pith_short_8: P4Q6ADWO

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/P4Q6ADWO3GCOX2TS32S42PHDBB \
  | 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: 7f21e00eced984ebea72dea5cd3ce3087b81481cc54b1f5035ea5704eb224721

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8ba8ed63ed6b8cb9d190a67e41823cdcb95fc5a6a57a48f10bb51e7f7df7458c",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2024-01-28T21:19:15Z",
    "title_canon_sha256": "07b0d5d482379382bc36d21263c32d3aa64b284a4e21d161c1c72dd9e3d73adc"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2401.15771",
    "kind": "arxiv",
    "version": 5
  }
}