Pith Number

pith:SSOVJZGK

pith:2024:SSOVJZGKC2WDSNZ5GQ4N2Q2DIS

not attested not anchored not stored refs pending

A Minibatch-SGD-Based Learning Meta-Policy for Inventory Systems with Myopic Optimal Policy

Jiameng Lyu, Jinxing Xie, Shilin Yuan, Yuan Zhou

arxiv:2408.16181 v1 · 2024-08-29 · math.OC · 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{SSOVJZGKC2WDSNZ5GQ4N2Q2DIS}

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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

1 paper in Pith

Experimental Designs for Multi-Item Multi-Period Inventory Control

Receipt and verification

First computed	2026-07-05T09:00:27.220115Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

949d54e4ca16ac39373d3438dd43434492df1942eec0bcaf20634bf5a6ca703e

Aliases

arxiv: 2408.16181 · arxiv_version: 2408.16181v1 · doi: 10.48550/arxiv.2408.16181 · pith_short_12: SSOVJZGKC2WD · pith_short_16: SSOVJZGKC2WDSNZ5 · pith_short_8: SSOVJZGK

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/SSOVJZGKC2WDSNZ5GQ4N2Q2DIS \
  | 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: 949d54e4ca16ac39373d3438dd43434492df1942eec0bcaf20634bf5a6ca703e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c0d81927921c7a6226b41cb0af764ec53dfbc276799f55f06e7514520de78cb1",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "math.OC",
    "submitted_at": "2024-08-29T00:36:34Z",
    "title_canon_sha256": "72de2160613c8b23ad643a346bb66a9d4bb62e917fecfd00eca9656e278b9b7e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2408.16181",
    "kind": "arxiv",
    "version": 1
  }
}