Pith Number

pith:AG3IZL6G

pith:2026:AG3IZL6G3CUIY2OGWGPMDGRYHV

not attested not anchored not stored refs pending

ML-Assisted Bulk Resource Allocation: Custom Outage-Based Loss Function and Reliability Analysis

Amir Masoud Molaei, David E. Simmons, Hien Quoc Ngo, Nidhi Simmons, Okan Yurduseven

arxiv:2603.00712 v2 · 2026-02-28 · eess.SP

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{AG3IZL6G3CUIY2OGWGPMDGRYHV}

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.

Receipt and verification

First computed	2026-06-01T01:02:35.928915Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

01b68cafc6d8a88c69c6b19ec19a383d79cfb08a2d3166a531786e86ad3a0352

Aliases

arxiv: 2603.00712 · arxiv_version: 2603.00712v2 · doi: 10.48550/arxiv.2603.00712 · pith_short_12: AG3IZL6G3CUI · pith_short_16: AG3IZL6G3CUIY2OG · pith_short_8: AG3IZL6G

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/AG3IZL6G3CUIY2OGWGPMDGRYHV \
  | 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: 01b68cafc6d8a88c69c6b19ec19a383d79cfb08a2d3166a531786e86ad3a0352

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "41acccc9bb4ef6531b91de3a1787bbfc3eb2cfde9a1ee7d76b9e2b44e370cff6",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "eess.SP",
    "submitted_at": "2026-02-28T15:36:46Z",
    "title_canon_sha256": "8642b8193cd58781b73794af6c8a739afaee0b11d643baf5e804df1d3f26a84f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2603.00712",
    "kind": "arxiv",
    "version": 2
  }
}