Pith Number

pith:VQPV76BR

pith:2023:VQPV76BRXLWEWQ2HJ7EROVVORX

not attested not anchored not stored refs pending

Optimizing Inventory Routing: A Decision-Focused Learning Approach using Neural Networks

Azmine Toushik Wasi, MD Shafikul Islam

arxiv:2311.00983 v1 · 2023-11-02 · cs.LG · cs.AI · cs.SY · eess.SY · math.OC · stat.ML

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{VQPV76BRXLWEWQ2HJ7EROVVORX}

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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

Pessimistic bilevel optimization approach for decision-focused learning

Receipt and verification

First computed	2026-07-05T07:29:13.071294Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ac1f5ff831baec4b43474fc91756ae8de0aeb96398003e5a4c54c31342ab01a1

Aliases

arxiv: 2311.00983 · arxiv_version: 2311.00983v1 · doi: 10.48550/arxiv.2311.00983 · pith_short_12: VQPV76BRXLWE · pith_short_16: VQPV76BRXLWEWQ2H · pith_short_8: VQPV76BR

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/VQPV76BRXLWEWQ2HJ7EROVVORX \
  | 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: ac1f5ff831baec4b43474fc91756ae8de0aeb96398003e5a4c54c31342ab01a1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "25a045461683c7d7fddec87763cf156ca50138ba0493eb86dce2fb3868afc2ad",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.SY",
      "eess.SY",
      "math.OC",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-11-02T04:05:28Z",
    "title_canon_sha256": "e768a8aa05e5e8c6a9bf2642c70899e5ef94bb9a8d3163c61026a188476d68e7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.00983",
    "kind": "arxiv",
    "version": 1
  }
}