Pith Number

pith:O6IRHCDJ

pith:2021:O6IRHCDJRJUJXZLTP3WSTQT24I

not attested not anchored not stored refs pending

Neural Stochastic Dual Dynamic Programming

Bo Dai, Dale Schuurmans, Hanjun Dai, Yuan Xue, Zia Syed

arxiv:2112.00874 v1 · 2021-12-01 · 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{O6IRHCDJRJUJXZLTP3WSTQT24I}

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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

2 papers in Pith

Flexible and Reliable Network Design for Emerging Transportation Services: Multi-stage Stochastic Programming Approach

ICNN-enhanced 2SP: Leveraging input convex neural networks for solving two-stage stochastic programming

Receipt and verification

First computed	2026-07-05T03:37:00.698713Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

77911388698a689be5737eed29c27ae232b4ea5399357e92b0ea4f452715c480

Aliases

arxiv: 2112.00874 · arxiv_version: 2112.00874v1 · doi: 10.48550/arxiv.2112.00874 · pith_short_12: O6IRHCDJRJUJ · pith_short_16: O6IRHCDJRJUJXZLT · pith_short_8: O6IRHCDJ

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/O6IRHCDJRJUJXZLTP3WSTQT24I \
  | 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: 77911388698a689be5737eed29c27ae232b4ea5399357e92b0ea4f452715c480

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d66ec42581005531a54fbec64428b85f3f602619d73910c0833a634bcebeb04a",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-12-01T22:55:23Z",
    "title_canon_sha256": "ea8e5b1e05ed4c2fdef743524e5ef8aed8aaa41434c345c40627d03be784e69b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2112.00874",
    "kind": "arxiv",
    "version": 1
  }
}