Pith Number

pith:TKXVOTXQ

pith:2026:TKXVOTXQMGABX2LYY7Q6CXOY4O

not attested not anchored not stored refs pending

A Model-Driven Approach for Developing Families of Reinforcement Learning Environments

Istvan David, Xiaoran Liu

arxiv:2606.20324 v1 · 2026-06-18 · cs.SE · 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{TKXVOTXQMGABX2LYY7Q6CXOY4O}

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	2026-06-19T16:13:08.949019Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9aaf574ef061801be978c7e1e15dd8e3a6140bea36b9ed9fd581f6b348347ff6

Aliases

arxiv: 2606.20324 · arxiv_version: 2606.20324v1 · doi: 10.48550/arxiv.2606.20324 · pith_short_12: TKXVOTXQMGAB · pith_short_16: TKXVOTXQMGABX2LY · pith_short_8: TKXVOTXQ

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/TKXVOTXQMGABX2LYY7Q6CXOY4O \
  | 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: 9aaf574ef061801be978c7e1e15dd8e3a6140bea36b9ed9fd581f6b348347ff6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c27d9d382cf7e2d1cfa3558faebe588ed255f2a3f345eff4e1be0fd11cef32a1",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2026-06-18T15:02:38Z",
    "title_canon_sha256": "d5812cac4c352ab92ed53e78965e15aa64176dff7f1b4f3117eb01f9b3c5f8d4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.20324",
    "kind": "arxiv",
    "version": 1
  }
}