Pith Number

pith:LKNTSZKX

pith:2022:LKNTSZKX4IGYE2ANFEJQ2OJ6UT

not attested not anchored not stored refs pending

Lyapunov Function Consistent Adaptive Network Signal Control with Back Pressure and Reinforcement Learning

Ahmadreza Mahmoudzadeh, Bruce Wang, Chaolun Ma, Yunlong Zhang, Zihao Li

arxiv:2210.02612 v2 · 2022-10-06 · eess.SY · cs.AI · cs.LG · cs.SY · 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{LKNTSZKX4IGYE2ANFEJQ2OJ6UT}

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

Integrated Automated Car Following and Lane-changing control based on a Parametrized Deep Q-network with Hybrid Action Space

Receipt and verification

First computed	2026-07-05T07:34:14.275454Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5a9b396557e20d82680d29130d393ea4c0aaad42d4314a5cc0cfcee1e68c1525

Aliases

arxiv: 2210.02612 · arxiv_version: 2210.02612v2 · doi: 10.48550/arxiv.2210.02612 · pith_short_12: LKNTSZKX4IGY · pith_short_16: LKNTSZKX4IGYE2AN · pith_short_8: LKNTSZKX

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/LKNTSZKX4IGYE2ANFEJQ2OJ6UT \
  | 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: 5a9b396557e20d82680d29130d393ea4c0aaad42d4314a5cc0cfcee1e68c1525

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "48a49154c2622677b571da5fc5281566b6e114691a297e119b36aeec83785aee",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG",
      "cs.SY",
      "math.OC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "eess.SY",
    "submitted_at": "2022-10-06T00:22:02Z",
    "title_canon_sha256": "262665199ace2bb588f95e8f81e6d49bc13d716d4f90de9cd4ce7be3a4bba0c9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2210.02612",
    "kind": "arxiv",
    "version": 2
  }
}