Pith Number

pith:O2SR6KAX

pith:2023:O2SR6KAXPHCKJUGWYDAGKLFMRZ

not attested not anchored not stored refs pending

Transfer learning for process design with reinforcement learning

Artur M. Schweidtmann, Haoyu Yang, Qinghe Gao, Shachi M. Shanbhag

arxiv:2302.03375 v1 · 2023-02-07 · cs.LG · 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{O2SR6KAXPHCKJUGWYDAGKLFMRZ}

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	2026-07-05T05:39:36.536085Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

76a51f281779c4a4d0d6c0c0652cac8e714afb93d5428fee7bda04d595177397

Aliases

arxiv: 2302.03375 · arxiv_version: 2302.03375v1 · doi: 10.48550/arxiv.2302.03375 · pith_short_12: O2SR6KAXPHCK · pith_short_16: O2SR6KAXPHCKJUGW · pith_short_8: O2SR6KAX

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/O2SR6KAXPHCKJUGWYDAGKLFMRZ \
  | 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: 76a51f281779c4a4d0d6c0c0652cac8e714afb93d5428fee7bda04d595177397

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f1a87b195ed9a6cfe34e159510e8f08e5d737a7d15fb5b326cc20234dcaa1d6e",
    "cross_cats_sorted": [
      "math.OC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-02-07T10:31:14Z",
    "title_canon_sha256": "4d1f10e166c0332d9c93fb658cef8a574ce891e9cc4c0816251d17182c908092"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2302.03375",
    "kind": "arxiv",
    "version": 1
  }
}