Pith Number

pith:FBZ6Y4JM

pith:2021:FBZ6Y4JMRDRI3HRTS4F5EPVESZ

not attested not anchored not stored refs pending

Quick Learner Automated Vehicle Adapting its Roadmanship to Varying Traffic Cultures with Meta Reinforcement Learning

H. Eric Tseng, Huei Peng, Lu Wen, Songan Zhang

arxiv:2104.08876 v1 · 2021-04-18 · cs.LG · cs.SY · eess.SY

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{FBZ6Y4JMRDRI3HRTS4F5EPVESZ}

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.

Receipt and verification

First computed	2026-07-05T02:32:56.417027Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2873ec712c88e28d9e33970bd23ea49661b8bd4368c642e0ee22cbc36ec574f4

Aliases

arxiv: 2104.08876 · arxiv_version: 2104.08876v1 · doi: 10.48550/arxiv.2104.08876 · pith_short_12: FBZ6Y4JMRDRI · pith_short_16: FBZ6Y4JMRDRI3HRT · pith_short_8: FBZ6Y4JM

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/FBZ6Y4JMRDRI3HRTS4F5EPVESZ \
  | 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: 2873ec712c88e28d9e33970bd23ea49661b8bd4368c642e0ee22cbc36ec574f4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e317b6a294eade0911904cee9051636cbb6c15a4dec31cb58f5dd1d626ffb9a9",
    "cross_cats_sorted": [
      "cs.SY",
      "eess.SY"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-04-18T15:04:37Z",
    "title_canon_sha256": "eaac1b0eac118767fde54fe77604dbdede1a90b91802cda38f9928887e9609e8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2104.08876",
    "kind": "arxiv",
    "version": 1
  }
}