Pith Number

pith:SOTPMILG

pith:2023:SOTPMILGBGSCHPR5Y2TYELD4ZT

not attested not anchored not stored refs pending

Enhancing Network Resilience through Machine Learning-powered Graph Combinatorial Optimization: Applications in Cyber Defense and Information Diffusion

Diksha Goel

arxiv:2310.10667 v1 · 2023-09-22 · cs.CR · 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{SOTPMILGBGSCHPR5Y2TYELD4ZT}

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

Unveiling the Black Box: A Multi-Layer Framework for Explaining Reinforcement Learning-Based Cyber Agents

Explainable Autonomous Cyber Defense using Adversarial Multi-Agent Reinforcement Learning

Receipt and verification

First computed	2026-07-05T07:01:26.270377Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

93a6f6216609a423be3dc6a7822c7cccc5c8f20f2285cb5a1d20791908333bb1

Aliases

arxiv: 2310.10667 · arxiv_version: 2310.10667v1 · doi: 10.48550/arxiv.2310.10667 · pith_short_12: SOTPMILGBGSC · pith_short_16: SOTPMILGBGSCHPR5 · pith_short_8: SOTPMILG

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/SOTPMILGBGSCHPR5Y2TYELD4ZT \
  | 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: 93a6f6216609a423be3dc6a7822c7cccc5c8f20f2285cb5a1d20791908333bb1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8ae8ee8365d3496801036aa78310ebe3735ca8b6f7803ae285ffd629f8a1c5dc",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2023-09-22T01:48:28Z",
    "title_canon_sha256": "fd9ab4a17187e0cc4ddc859c8d7740fd65c99820c7f30ff2b4f6672d683a00e9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.10667",
    "kind": "arxiv",
    "version": 1
  }
}