Pith Number

pith:ZI6MSBA5

pith:2018:ZI6MSBA5JLDLYFKTEBNM2ZBHWI

not attested not anchored not stored refs pending

Elements of Effective Deep Reinforcement Learning towards Tactical Driving Decision Making

Chang Huang, Jingchu Liu, Lisen Mu, Pengfei Hou, Yinan Yu

arxiv:1802.00332 v1 · 2018-02-01 · cs.AI · 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{ZI6MSBA5JLDLYFKTEBNM2ZBHWI}

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	2026-05-18T00:24:36.216086Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ca3cc9041d4ac6bc1553205acd6427b20dcdea5805842a79b74774460ca60892

Aliases

arxiv: 1802.00332 · arxiv_version: 1802.00332v1 · doi: 10.48550/arxiv.1802.00332 · pith_short_12: ZI6MSBA5JLDL · pith_short_16: ZI6MSBA5JLDLYFKT · pith_short_8: ZI6MSBA5

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/ZI6MSBA5JLDLYFKTEBNM2ZBHWI \
  | 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: ca3cc9041d4ac6bc1553205acd6427b20dcdea5805842a79b74774460ca60892

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9f29d2039b3db7737cdfa194040a37784920632f63463bda36e7f705c3af3e10",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2018-02-01T15:13:10Z",
    "title_canon_sha256": "1c8daa7407a6f8bbbf808760169f2cf370ec95a49b41440a8f969bacf84703c5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1802.00332",
    "kind": "arxiv",
    "version": 1
  }
}