Pith Number

pith:G5HFYZJO

pith:2026:G5HFYZJOZSJVC6QGKO5UOUD3XW

not attested not anchored not stored refs pending

Decision-Focused Learning in Network Interdiction Games

Luca M. Hartmann, Parinaz Naghizadeh

arxiv:2608.09036 v1 · 2026-08-10 · cs.GT · cs.LG · math.OC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{G5HFYZJOZSJVC6QGKO5UOUD3XW}

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	2026-08-11T02:21:39.238191Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

374e5c652ecc93517a0653bb47507bbdb08bc7499c78566ee5fa73086c86ca5a

Aliases

arxiv: 2608.09036 · arxiv_version: 2608.09036v1 · doi: 10.48550/arxiv.2608.09036 · pith_short_12: G5HFYZJOZSJV · pith_short_16: G5HFYZJOZSJVC6QG · pith_short_8: G5HFYZJO

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/G5HFYZJOZSJVC6QGKO5UOUD3XW \
  | 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: 374e5c652ecc93517a0653bb47507bbdb08bc7499c78566ee5fa73086c86ca5a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a705e8987c27115fa30e828598e9076e65cef719ebd9e29f1995cb5b18284429",
    "cross_cats_sorted": [
      "cs.LG",
      "math.OC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.GT",
    "submitted_at": "2026-08-10T02:39:03Z",
    "title_canon_sha256": "78516b472bd0fcbb0b816e5481acaa6afb359eaf5f0e463dee54005b9b2536bc"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2608.09036",
    "kind": "arxiv",
    "version": 1
  }
}