Pith. sign in
Pith Number

pith:NQLYESVQ

pith:2025:NQLYESVQMBO5FQXXYVDRDK4727
not attested not anchored not stored refs pending

NTRL: Encounter Generation via Reinforcement Learning for Dynamic Difficulty Adjustment in Dungeons and Dragons

Andrew D. Bagdanov, Carlo Romeo

arxiv:2506.19530 v2 · 2025-06-24 · cs.AI

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{NQLYESVQMBO5FQXXYVDRDK4727}

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 2026-07-05T11:38:30.715925Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

6c17824ab0605dd2c2f7c54711ab9fd7e8c6a209e433ca352c646bae1d724a14

Aliases

arxiv: 2506.19530 · arxiv_version: 2506.19530v2 · doi: 10.48550/arxiv.2506.19530 · pith_short_12: NQLYESVQMBO5 · pith_short_16: NQLYESVQMBO5FQXX · pith_short_8: NQLYESVQ
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/NQLYESVQMBO5FQXXYVDRDK4727 \
  | 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: 6c17824ab0605dd2c2f7c54711ab9fd7e8c6a209e433ca352c646bae1d724a14
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "f267a560e9521d1ea5099b55d2b23c379fbab12144b70014f350a65f8b6176d2",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-06-24T11:34:01Z",
    "title_canon_sha256": "0c5a74334514b3c328939f93033d375c350af5cd1074fcdd5631045454e618c4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.19530",
    "kind": "arxiv",
    "version": 2
  }
}