Pith Number

pith:JUWD55RE

pith:2025:JUWD55REDGDGISJBMWGBHD3KTT

not attested not anchored not stored refs pending

Integrating Large Language Models with Network Optimization for Interactive and Explainable Supply Chain Planning: A Real-World Case Study

Saravanan Venkatachalam

arxiv:2508.21622 v1 · 2025-08-29 · cs.AI

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{JUWD55REDGDGISJBMWGBHD3KTT}

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

2 papers in Pith

Bayesian Uncertainty Propagation for Agentic RAG Pipelines: A Proof-of-Concept Study on Multi-Hop Question Answering

Deep Learning for Sequential Decision Making under Uncertainty: Foundations, Frameworks, and Frontiers

Receipt and verification

First computed	2026-07-05T12:01:46.749553Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4d2c3ef6241986644921658c138f6a9cda9abc67e0a2232fe5d5d722c4c7194f

Aliases

arxiv: 2508.21622 · arxiv_version: 2508.21622v1 · doi: 10.48550/arxiv.2508.21622 · pith_short_12: JUWD55REDGDG · pith_short_16: JUWD55REDGDGISJB · pith_short_8: JUWD55RE

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/JUWD55REDGDGISJBMWGBHD3KTT \
  | 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: 4d2c3ef6241986644921658c138f6a9cda9abc67e0a2232fe5d5d722c4c7194f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e72b26f7cb1244bfd6cb2dec68318c0687d59ae5080eec7c1f9dcca87ac2e14b",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-08-29T13:34:55Z",
    "title_canon_sha256": "4595567b12c797cc1e184414740f4ebc6e6c0dcc0bd6c42ca049c5ace7948613"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.21622",
    "kind": "arxiv",
    "version": 1
  }
}