Pith Number

pith:BVPY4OLE

pith:2026:BVPY4OLERME76ALWYCHF3VOOM5

not attested not anchored not stored refs pending

Reinforcement Learning-based Control via Y-wise Affine Neural Networks: Comparative Case Studies for Chemical Processes

Austin Braniff, Yuhe Tian

arxiv:2605.21211 v1 · 2026-05-20 · eess.SY · cs.LG · cs.SY · math.OC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{BVPY4OLERME76ALWYCHF3VOOM5}

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	2026-05-21T01:05:43.646845Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0d5f8e39648b09ff0176c08e5dd5ce6771e0f46ce32dae9d6509164fd2ed08aa

Aliases

arxiv: 2605.21211 · arxiv_version: 2605.21211v1 · doi: 10.48550/arxiv.2605.21211 · pith_short_12: BVPY4OLERME7 · pith_short_16: BVPY4OLERME76ALW · pith_short_8: BVPY4OLE

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/BVPY4OLERME76ALWYCHF3VOOM5 \
  | 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: 0d5f8e39648b09ff0176c08e5dd5ce6771e0f46ce32dae9d6509164fd2ed08aa

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "112c03da9d2859f7ee8fed35390af4830295f8d51b1ca22a6984282c8ecd1ee8",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.SY",
      "math.OC"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "eess.SY",
    "submitted_at": "2026-05-20T14:07:02Z",
    "title_canon_sha256": "38050436aa0c1f92d04ccfd6a2e046c890acfec2c769e984afe0bee761f861e4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2605.21211",
    "kind": "arxiv",
    "version": 1
  }
}