Pith Number

pith:KPUQRCQT

pith:2021:KPUQRCQTBEIGYIK3LPA33JTTYT

not attested not anchored not stored refs pending

Continuous Doubly Constrained Batch Reinforcement Learning

Alexander J. Smola, Jonas Mueller, Kavosh Asadi, Pratik Chaudhari, Rasool Fakoor

arxiv:2102.09225 v4 · 2021-02-18 · 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{KPUQRCQTBEIGYIK3LPA33JTTYT}

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	2026-07-05T03:37:40.771667Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

53e9088a1309106c215b5bc1bda673c4d0a3150d9fb174b7813b43ad687f1853

Aliases

arxiv: 2102.09225 · arxiv_version: 2102.09225v4 · doi: 10.48550/arxiv.2102.09225 · pith_short_12: KPUQRCQTBEIG · pith_short_16: KPUQRCQTBEIGYIK3 · pith_short_8: KPUQRCQT

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/KPUQRCQTBEIGYIK3LPA33JTTYT \
  | 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: 53e9088a1309106c215b5bc1bda673c4d0a3150d9fb174b7813b43ad687f1853

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b515fd128856e0d2421938b55517d43c92cc80ed24cb1afccef65caa3d9d6e93",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-02-18T08:54:14Z",
    "title_canon_sha256": "a8c230c765a020484977719d5fd09fc87a46fc8df5b09cc8df2fd65fbd3f6e2d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2102.09225",
    "kind": "arxiv",
    "version": 4
  }
}