Pith Number

pith:K72TWWOR

pith:2026:K72TWWORGECNOX652Q5GU2ZF5W

not attested not anchored not stored refs pending

Reinforcement Learning for Laser Additive Manufacturing Scan-Order Optimisation: A Bilevel Proxy--FEA Diagnostic Framework for Reward and World-Model Diagnosis

Bin Wang, Dongbin Zhao, Haoran Li, Ruiyao Zhang, Xian Wu, Yuanqi Chu

arxiv:2605.25063 v1 · 2026-05-24 · cs.LG · cond-mat.mtrl-sci

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{K72TWWORGECNOX652Q5GU2ZF5W}

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	2026-05-26T02:03:38.073512Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

57f53b59d13104d75fddd43a6a6b25edbf05327fc5fa5741f32493645b20f6bf

Aliases

arxiv: 2605.25063 · arxiv_version: 2605.25063v1 · doi: 10.48550/arxiv.2605.25063 · pith_short_12: K72TWWORGECN · pith_short_16: K72TWWORGECNOX65 · pith_short_8: K72TWWOR

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/K72TWWORGECNOX652Q5GU2ZF5W \
  | 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: 57f53b59d13104d75fddd43a6a6b25edbf05327fc5fa5741f32493645b20f6bf

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b437a592af982d96ec4425d43de6d7ac96fc8371270b5bd440513dc683563299",
    "cross_cats_sorted": [
      "cond-mat.mtrl-sci"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-05-24T13:17:05Z",
    "title_canon_sha256": "3ace5211305806c0df84404d532e1d9bc8ed879692ac5c2d9907f55ba91580f7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2605.25063",
    "kind": "arxiv",
    "version": 1
  }
}