Pith Number

pith:RZEPJNKT

pith:2024:RZEPJNKT322TL3XOZMR5B2XMMF

not attested not anchored not stored refs pending

Autonomous vehicle decision and control through reinforcement learning with traffic flow randomization

Antai Xie, Xiao Liu, Yuan Lin

arxiv:2403.02882 v2 · 2024-03-05 · eess.SY · cs.LG · cs.RO · cs.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{RZEPJNKT322TL3XOZMR5B2XMMF}

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	2026-07-05T08:09:48.846466Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8e48f4b553deb535eeeecb23d0eaec616411053e7a626f103ddede4f6c168cf4

Aliases

arxiv: 2403.02882 · arxiv_version: 2403.02882v2 · doi: 10.48550/arxiv.2403.02882 · pith_short_12: RZEPJNKT322T · pith_short_16: RZEPJNKT322TL3XO · pith_short_8: RZEPJNKT

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/RZEPJNKT322TL3XOZMR5B2XMMF \
  | 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: 8e48f4b553deb535eeeecb23d0eaec616411053e7a626f103ddede4f6c168cf4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5d6ea26016a03a2dd2c4c39b8f2d24e8fb751f68a4751a08c8451c18ba08cd50",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.RO",
      "cs.SY"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "eess.SY",
    "submitted_at": "2024-03-05T11:41:43Z",
    "title_canon_sha256": "c80acc158842a8f608411992e5b72f9f95a74cece3d41500a67f7e25092363aa"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.02882",
    "kind": "arxiv",
    "version": 2
  }
}