Pith Number

pith:SLWOKA3F

pith:2021:SLWOKA3FJUSSP7VV4JTLOALED4

not attested not anchored not stored refs pending

Integrated Conditional Estimation-Optimization

Meng Qi, Paul Grigas, Zuo-Jun Max Shen

arxiv:2110.12351 v4 · 2021-10-24 · 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{SLWOKA3FJUSSP7VV4JTLOALED4}

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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

3 papers in Pith

A Solver-Free Training Method for Predict-then-Optimize

Generalization Bounds of Surrogate Policies for Combinatorial Optimization Problems

Risk-averse Decision Making with Contextual Information: Model, Sample Average Approximation, and Kernelization

Receipt and verification

First computed	2026-07-05T06:36:51.475539Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

92ece503654d2527feb5e266b701641f32b6f63cb53ca44a356e0519b82946f1

Aliases

arxiv: 2110.12351 · arxiv_version: 2110.12351v4 · doi: 10.48550/arxiv.2110.12351 · pith_short_12: SLWOKA3FJUSS · pith_short_16: SLWOKA3FJUSSP7VV · pith_short_8: SLWOKA3F

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/SLWOKA3FJUSSP7VV4JTLOALED4 \
  | 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: 92ece503654d2527feb5e266b701641f32b6f63cb53ca44a356e0519b82946f1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "41e5c4cdf6395e37b6b07a4d07c8002ea6fa033d1096792e29c15226d68e0fe3",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2021-10-24T04:49:35Z",
    "title_canon_sha256": "b9f41f14553fc685e90a2aff76e971f2f014e489920e17942f7a31683c08abfe"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2110.12351",
    "kind": "arxiv",
    "version": 4
  }
}