Pith Number

pith:4EETAOQD

pith:2024:4EETAOQDGOKKK4X5SKIJGRR7PX

not attested not anchored not stored refs pending

Research on Autonomous Driving Decision-making Strategies based Deep Reinforcement Learning

Changsong Wei, Hao Yan, Junyu Wang, Minheng Xiao, Zixiang Wang

arxiv:2408.03084 v2 · 2024-08-06 · 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{4EETAOQDGOKKK4X5SKIJGRR7PX}

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

DTSGAN: Learning Dynamic Textures via Spatiotemporal Generative Adversarial Network

Receipt and verification

First computed	2026-07-05T09:54:46.031957Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e109303a033394a572fd929093463f7df4867433625baab4c40a65c87de71034

Aliases

arxiv: 2408.03084 · arxiv_version: 2408.03084v2 · doi: 10.48550/arxiv.2408.03084 · pith_short_12: 4EETAOQDGOKK · pith_short_16: 4EETAOQDGOKKK4X5 · pith_short_8: 4EETAOQD

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/4EETAOQDGOKKK4X5SKIJGRR7PX \
  | 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: e109303a033394a572fd929093463f7df4867433625baab4c40a65c87de71034

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "13d499ca3122ea265f8a046c244eecfca3ebf6f52f3b656442e223fad995f5b7",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-08-06T10:24:54Z",
    "title_canon_sha256": "7e58e3ace9d0caead5c7ac844bcc511b943af4df9a06de18d35d8a9a48ad5efb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2408.03084",
    "kind": "arxiv",
    "version": 2
  }
}