Pith Number

pith:ZWCNNOAJ

pith:2024:ZWCNNOAJWJJ5EBKO3JYD3Y4P4I

not attested not anchored not stored refs pending

Opportunities of Reinforcement Learning in South Africa's Just Transition

Callum Rhys Tilbury, Claude Formanek, Jonathan P. Shock

arxiv:2411.15145 v1 · 2024-11-06 · cs.CY · 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{ZWCNNOAJWJJ5EBKO3JYD3Y4P4I}

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	2026-07-05T09:39:30.304689Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cd84d6b809b253d2054eda703de38fe2342eca35025166b5cec84566eda8623b

Aliases

arxiv: 2411.15145 · arxiv_version: 2411.15145v1 · doi: 10.48550/arxiv.2411.15145 · pith_short_12: ZWCNNOAJWJJ5 · pith_short_16: ZWCNNOAJWJJ5EBKO · pith_short_8: ZWCNNOAJ

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/ZWCNNOAJWJJ5EBKO3JYD3Y4P4I \
  | 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: cd84d6b809b253d2054eda703de38fe2342eca35025166b5cec84566eda8623b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5e135d252b388f729afc5ded59e42c21ec8fad7c67d04396d13d3af9a4ce5c59",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CY",
    "submitted_at": "2024-11-06T10:23:30Z",
    "title_canon_sha256": "578e4199882e9c772a588a9b972c9cbe8066bacc19eff6adf500eabca0b3cd6a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.15145",
    "kind": "arxiv",
    "version": 1
  }
}