Pith Number

pith:2GJIY5AI

pith:2023:2GJIY5AINB5ZXUIMENGUZ3HQYF

not attested not anchored not stored refs pending

Machine Learning-based Early Attack Detection Using Open RAN Intelligent Controller

Bruno Missi Xavier, Diarmuid Collins, Giovanni Comarela, Magnos Martinello, Marco Ruffini, Merim Dzaferagic

arxiv:2302.01864 v1 · 2023-02-03 · cs.NI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{2GJIY5AINB5ZXUIMENGUZ3HQYF}

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

1 paper in Pith

Percentile-Based Deep Reinforcement Learning and Reward Based Personalization For Delay Aware RAN Slicing in O-RAN

Receipt and verification

First computed	2026-07-05T05:38:37.300782Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d1928c7408687b9bd10c234d4cecf0c15e9fb31dc492b0c5dd63674cacaf995d

Aliases

arxiv: 2302.01864 · arxiv_version: 2302.01864v1 · doi: 10.48550/arxiv.2302.01864 · pith_short_12: 2GJIY5AINB5Z · pith_short_16: 2GJIY5AINB5ZXUIM · pith_short_8: 2GJIY5AI

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/2GJIY5AINB5ZXUIMENGUZ3HQYF \
  | 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: d1928c7408687b9bd10c234d4cecf0c15e9fb31dc492b0c5dd63674cacaf995d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f0b77a788e07ba4324b5a8d8cb6871fbb322adf0330aa40e7bd6e76a1c15786c",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.NI",
    "submitted_at": "2023-02-03T17:08:45Z",
    "title_canon_sha256": "a007d97e35372f43f4b01f69a6f23630bfb976808fe36e82b1351c75e3e56cc5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2302.01864",
    "kind": "arxiv",
    "version": 1
  }
}