Pith Number

pith:PXZ5L2QU

pith:2020:PXZ5L2QUUHEIWZQYFDSMB5GI34

not attested not anchored not stored refs pending

When Do Drivers Concentrate? Attention-based Driver Behavior Modeling With Deep Reinforcement Learning

Feng Gao, Jiang Wu, Xingbo Fu

arxiv:2002.11385 v2 · 2020-02-26 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{PXZ5L2QUUHEIWZQYFDSMB5GI34}

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	2026-07-05T01:08:28.232284Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7df3d5ea14a1c88b661828e4c0f4c8df31a6ba0d6bdfd1937e777a20a5454e95

Aliases

arxiv: 2002.11385 · arxiv_version: 2002.11385v2 · doi: 10.48550/arxiv.2002.11385 · pith_short_12: PXZ5L2QUUHEI · pith_short_16: PXZ5L2QUUHEIWZQY · pith_short_8: PXZ5L2QU

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/PXZ5L2QUUHEIWZQYFDSMB5GI34 \
  | 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: 7df3d5ea14a1c88b661828e4c0f4c8df31a6ba0d6bdfd1937e777a20a5454e95

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a97225b68cf1ab1d611f859cbdb39d4ef1e82877b9e5643689bb9ebfd4f28586",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-02-26T09:56:36Z",
    "title_canon_sha256": "96a4a12c641beaf7fd227277b80b4a35c4dc3abc61e422202454cec36f3c2e69"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2002.11385",
    "kind": "arxiv",
    "version": 2
  }
}