Pith Number

pith:3SOR7WEU

pith:2023:3SOR7WEUV7JSXHCCJ45UTF4WM5

not attested not anchored not stored refs pending

Deploying Deep Reinforcement Learning Systems: A Taxonomy of Challenges

Ahmed Haj Yahmed, Altaf Allah Abbassi, Amin Nikanjam, Foutse Khomh, Heng Li

arxiv:2308.12438 v1 · 2023-08-23 · cs.LG · cs.AI · cs.SE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{3SOR7WEUV7JSXHCCJ45UTF4WM5}

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	2026-07-05T06:44:12.267344Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

dc9d1fd894afd32b9c424f3b49979667717d2a7a59288528990b8d4b3c8d2cd7

Aliases

arxiv: 2308.12438 · arxiv_version: 2308.12438v1 · doi: 10.48550/arxiv.2308.12438 · pith_short_12: 3SOR7WEUV7JS · pith_short_16: 3SOR7WEUV7JSXHCC · pith_short_8: 3SOR7WEU

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/3SOR7WEUV7JSXHCCJ45UTF4WM5 \
  | 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: dc9d1fd894afd32b9c424f3b49979667717d2a7a59288528990b8d4b3c8d2cd7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cdf3a166248ef3d823c7f391ac5b5ea42038f8dd8e6d6ff78fd51cac40e3c723",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.SE"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-08-23T21:44:09Z",
    "title_canon_sha256": "6727a15925182d084436376b9eca888274db49fa3a5e96a551ee474445cbc62e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2308.12438",
    "kind": "arxiv",
    "version": 1
  }
}