Pith Number

pith:KOAEFUNM

pith:2025:KOAEFUNM4QFFHEQ5C6YCUWL32Y

not attested not anchored not stored refs pending

Real-Time Decision-Making for Digital Twin in Additive Manufacturing with Model Predictive Control using Time-Series Deep Neural Networks

Daniel Quispe, Faith Rolark, Jian Cao, Robert X. Gao, Vispi Karkaria, Wei Chen, Ying-Kuan Tsai, Yi-Ping Chen

arxiv:2501.07601 v5 · 2025-01-10 · cs.LG · cs.AI · cs.SY · eess.SY

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{KOAEFUNM4QFFHEQ5C6YCUWL32Y}

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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.

Cited by

1 paper in Pith

An Attention-based Spatio-Temporal Neural Operator for Evolving Physics

Receipt and verification

First computed	2026-07-05T10:47:35.258434Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

538042d1ace40a53921d17b02a597bd632f07ed365fde7edfc0211af22af9aad

Aliases

arxiv: 2501.07601 · arxiv_version: 2501.07601v5 · doi: 10.48550/arxiv.2501.07601 · pith_short_12: KOAEFUNM4QFF · pith_short_16: KOAEFUNM4QFFHEQ5 · pith_short_8: KOAEFUNM

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/KOAEFUNM4QFFHEQ5C6YCUWL32Y \
  | 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: 538042d1ace40a53921d17b02a597bd632f07ed365fde7edfc0211af22af9aad

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "835eef860e195e14475a2af42b99dc8cbb313676a0f007e52e0077bc4e7ebb54",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.SY",
      "eess.SY"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-01-10T22:31:53Z",
    "title_canon_sha256": "9f5fe379f633e0f84dde82e1f85f17f63d89d42ec2b706b487ec98db13fa6ec1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.07601",
    "kind": "arxiv",
    "version": 5
  }
}