Pith Number

pith:NHL4W465

pith:2019:NHL4W465CIG5EL3A2STVM5V5QF

not attested not anchored not stored refs pending

Real-Time Reinforcement Learning

Christopher Pal, Simon Ramstedt

arxiv:1911.04448 v4 · 2019-11-11 · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{NHL4W465CIG5EL3A2STVM5V5QF}

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

Think at 5 Hz, Act at 20 Hz: Asynchronous Fast-Slow Vision-Language-Action Inference for Closed-Loop Driving

Receipt and verification

First computed	2026-07-05T00:25:39.863668Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

69d7cb73dd120dd22f60d4a75676bd8150ba7d823aa9c8cfde184c11cb81cb85

Aliases

arxiv: 1911.04448 · arxiv_version: 1911.04448v4 · doi: 10.48550/arxiv.1911.04448 · pith_short_12: NHL4W465CIG5 · pith_short_16: NHL4W465CIG5EL3A · pith_short_8: NHL4W465

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/NHL4W465CIG5EL3A2STVM5V5QF \
  | 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: 69d7cb73dd120dd22f60d4a75676bd8150ba7d823aa9c8cfde184c11cb81cb85

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "80817a71831fbb83c1f3226573a1243d5dd10b88cf7923e91c5b55423aeaa4c3",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-11-11T18:52:04Z",
    "title_canon_sha256": "d4a5915b5a8dbe9dc9d460e66fe59ffa28af8976f30a13566b863067cab0ab3a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1911.04448",
    "kind": "arxiv",
    "version": 4
  }
}