Pith Number

pith:MOYWHB2H

pith:2019:MOYWHB2HFBW5XDHO7EL3KZGI4X

not attested not anchored not stored refs pending

CAQL: Continuous Action Q-Learning

Christian Tjandraatmadja, Craig Boutilier, Moonkyung Ryu, Ross Anderson, Yinlam Chow

arxiv:1909.12397 v3 · 2019-09-26 · cs.LG · cs.AI · 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{MOYWHB2HFBW5XDHO7EL3KZGI4X}

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

Relaxation-Informed Training of Neural Network Surrogate Models

Receipt and verification

First computed	2026-07-05T00:44:40.399410Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

63b1638747286ddb8ceef917b564c8e5e2ef6a8d81df9278f2189d6550cb3e20

Aliases

arxiv: 1909.12397 · arxiv_version: 1909.12397v3 · doi: 10.48550/arxiv.1909.12397 · pith_short_12: MOYWHB2HFBW5 · pith_short_16: MOYWHB2HFBW5XDHO · pith_short_8: MOYWHB2H

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/MOYWHB2HFBW5XDHO7EL3KZGI4X \
  | 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: 63b1638747286ddb8ceef917b564c8e5e2ef6a8d81df9278f2189d6550cb3e20

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "71343c2e20f32e4f22400cbc4344c23b5f65536ba3dc90c68c0b1a22bcce3cf9",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-09-26T21:16:17Z",
    "title_canon_sha256": "7f7709d67010d7a5668bf43dcc4aa0fa0efa7635bbc571e26b1df3bd57a10fef"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1909.12397",
    "kind": "arxiv",
    "version": 3
  }
}