Pith Number

pith:CKVUOQ5L

pith:2022:CKVUOQ5LTDSJMWS5OINEFNORN7

not attested not anchored not stored refs pending

A Reinforcement Learning Approach for Process Parameter Optimization in Additive Manufacturing

Amrita Basak, Nandana Menon, Susheel Dharmadhikari

arxiv:2211.09545 v1 · 2022-11-17 · cs.LG · cs.AI · cs.NA · math.NA · math.OC · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{CKVUOQ5LTDSJMWS5OINEFNORN7}

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	2026-07-05T05:17:03.456054Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

12ab4743ab98e4965a5d721a42b5d16fe368c66b4024300af3e7bc71131a7b80

Aliases

arxiv: 2211.09545 · arxiv_version: 2211.09545v1 · doi: 10.48550/arxiv.2211.09545 · pith_short_12: CKVUOQ5LTDSJ · pith_short_16: CKVUOQ5LTDSJMWS5 · pith_short_8: CKVUOQ5L

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/CKVUOQ5LTDSJMWS5OINEFNORN7 \
  | 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: 12ab4743ab98e4965a5d721a42b5d16fe368c66b4024300af3e7bc71131a7b80

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "541ae8e3a9073732bee8fabb044a7a532e50fbdf66d1208b69db282c478a356b",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.NA",
      "math.NA",
      "math.OC",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-11-17T14:05:51Z",
    "title_canon_sha256": "d6ca69481231bce91f83af3510e7862d8371aaeb74f2bbc5ae4dad2397e4b7cd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2211.09545",
    "kind": "arxiv",
    "version": 1
  }
}