Pith Number

pith:YUIW7QV3

pith:2018:YUIW7QV3IWRJ5NHJJFITMVMJBX

not attested not anchored not stored refs pending

Investigating performance of neural networks and gradient boosting models approximating microscopic traffic simulations in traffic optimization tasks

Adrian Kocha\'nski, Arkadiusz Klemenko, Maciej Brzeski, Marcin Mo\.zejko, Pawe{\l} Gora

arxiv:1812.00401 v3 · 2018-12-02 · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{YUIW7QV3IWRJ5NHJJFITMVMJBX}

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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	2026-05-17T23:58:35.901297Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c5116fc2bb45a29eb4e949513655890de41e2ae620fc0562cbc6d7910a6be7fc

Aliases

arxiv: 1812.00401 · arxiv_version: 1812.00401v3 · doi: 10.48550/arxiv.1812.00401 · pith_short_12: YUIW7QV3IWRJ · pith_short_16: YUIW7QV3IWRJ5NHJ · pith_short_8: YUIW7QV3

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/YUIW7QV3IWRJ5NHJJFITMVMJBX \
  | 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: c5116fc2bb45a29eb4e949513655890de41e2ae620fc0562cbc6d7910a6be7fc

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a8a5420e16467021328f629d0c8ed2f280f14e2c49bf750cf47fe66e733e94b2",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-12-02T15:14:39Z",
    "title_canon_sha256": "78999fdad016417c0b330fcb20a7360d083ab5da0bcb868f3ee9449afb1f6df0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1812.00401",
    "kind": "arxiv",
    "version": 3
  }
}