Pith Number

pith:75A4FULT

pith:2024:75A4FULTMH3FSJ5KSTOKXKR7UD

not attested not anchored not stored refs pending

Distributionally Robust Optimization

Daniel Kuhn, Soroosh Shafiee, Wolfram Wiesemann

arxiv:2411.02549 v3 · 2024-11-04 · math.OC · 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{75A4FULTMH3FSJ5KSTOKXKR7UD}

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

5 papers in Pith

Robust Bayesian Portfolio Optimization with Discrepancy-based Posterior Ambiguity

Why SGD is not Brownian Motion: A New Perspective on Stochastic Dynamics

Distributionally Robust Control via Stein Variational Inference for Contact-Rich Manipulation

Robustness Measures in Distributionally Robust Optimization

Attribution-Guided Masking for Robust Cross-Domain Sentiment Classification

Receipt and verification

First computed	2026-07-05T11:10:02.286101Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ff41c2d17361f65927aa94dcabaa3fa0ca69e3dd82d21bfe5005a235fb73109b

Aliases

arxiv: 2411.02549 · arxiv_version: 2411.02549v3 · doi: 10.48550/arxiv.2411.02549 · pith_short_12: 75A4FULTMH3F · pith_short_16: 75A4FULTMH3FSJ5K · pith_short_8: 75A4FULT

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/75A4FULTMH3FSJ5KSTOKXKR7UD \
  | 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: ff41c2d17361f65927aa94dcabaa3fa0ca69e3dd82d21bfe5005a235fb73109b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "111037d87bb2816a632fbe3c8fa1f2cc0c3ed244929dbe1c474326b9046e9ebc",
    "cross_cats_sorted": [
      "cs.LG",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "math.OC",
    "submitted_at": "2024-11-04T19:32:24Z",
    "title_canon_sha256": "757c67b104f827f2fb14539651288e6128974b12c6cb8a26b42544f15a83c5c6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.02549",
    "kind": "arxiv",
    "version": 3
  }
}