Pith Number

pith:T3KHZNMY

pith:2022:T3KHZNMYGCALIALAEVEYIFG2RO

not attested not anchored not stored refs pending

Reinforcement Learning based Cyberattack Model for Adaptive Traffic Signal Controller in Connected Transportation Systems

Alexander Hainen, Mizanur Rahman, Muhammad Sami Irfan, Sagar Dasgupta, Travis Atkison

arxiv:2211.01845 v1 · 2022-10-31 · cs.CR · cs.AI · 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{T3KHZNMYGCALIALAEVEYIFG2RO}

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

BARD-MARL: Byzantine-Agent Detection for Learned Communication in Multi-Agent Reinforcement Learning

Receipt and verification

First computed	2026-07-05T05:13:00.622078Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9ed47cb5983080b4016025498414da8b8df6b5159c55228217ef55f96ec15f82

Aliases

arxiv: 2211.01845 · arxiv_version: 2211.01845v1 · doi: 10.48550/arxiv.2211.01845 · pith_short_12: T3KHZNMYGCAL · pith_short_16: T3KHZNMYGCALIALA · pith_short_8: T3KHZNMY

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/T3KHZNMYGCALIALAEVEYIFG2RO \
  | 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: 9ed47cb5983080b4016025498414da8b8df6b5159c55228217ef55f96ec15f82

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "eea31e630b383722b3a9029bd0527ca5b3ea14593e7ca8d14cc5410436f1e767",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2022-10-31T20:12:17Z",
    "title_canon_sha256": "0a1f56c412e6307988236f204a42b9cf6f8fc0e2c6da8f88fe26731788e23c14"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2211.01845",
    "kind": "arxiv",
    "version": 1
  }
}