Pith Number

pith:BIZLOEVH

pith:2023:BIZLOEVHM5NNFXOOG22BIKT2TZ

not attested not anchored not stored refs pending

Handling Cost and Constraints with Off-Policy Deep Reinforcement Learning

Gary Collins, Jared Markowitz, Jesse Silverberg

arxiv:2311.18684 v1 · 2023-11-30 · 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{BIZLOEVHM5NNFXOOG22BIKT2TZ}

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	2026-07-05T07:18:45.290195Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0a32b712a7675ad2ddce36b4142a7a9e4031ba594ec10684263f8a7d7ee50c70

Aliases

arxiv: 2311.18684 · arxiv_version: 2311.18684v1 · doi: 10.48550/arxiv.2311.18684 · pith_short_12: BIZLOEVHM5NN · pith_short_16: BIZLOEVHM5NNFXOO · pith_short_8: BIZLOEVH

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/BIZLOEVHM5NNFXOOG22BIKT2TZ \
  | 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: 0a32b712a7675ad2ddce36b4142a7a9e4031ba594ec10684263f8a7d7ee50c70

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3482b8ec1a53f6b9df47414d9e434e26016c4b2b00f32c0694d042bd34d6744f",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-11-30T16:31:04Z",
    "title_canon_sha256": "c11aa7d7db89c3c446c412d3eaadfc14c837ce67695d8bf69d4891cde47589e2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.18684",
    "kind": "arxiv",
    "version": 1
  }
}