Pith Number

pith:3CVMZGZO

pith:2022:3CVMZGZOJMZFRKQPSCCZOBO7B7

not attested not anchored not stored refs pending

Theta-Resonance: A Single-Step Reinforcement Learning Method for Design Space Exploration

Masood S. Mortazavi, Ning Yan, Tiancheng Qin

arxiv:2211.02052 v2 · 2022-11-03 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{3CVMZGZOJMZFRKQPSCCZOBO7B7}

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	2026-07-05T05:17:02.710774Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d8aacc9b2e4b3258aa0f90859705df0fe962b23c7f9cf95756dc188a043d9c90

Aliases

arxiv: 2211.02052 · arxiv_version: 2211.02052v2 · doi: 10.48550/arxiv.2211.02052 · pith_short_12: 3CVMZGZOJMZF · pith_short_16: 3CVMZGZOJMZFRKQP · pith_short_8: 3CVMZGZO

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/3CVMZGZOJMZFRKQPSCCZOBO7B7 \
  | 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: d8aacc9b2e4b3258aa0f90859705df0fe962b23c7f9cf95756dc188a043d9c90

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1ced76d8565bb58cc32435d176a751c4e0bed8ca25d90a76c3627cf47bfd2b8c",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-11-03T16:08:40Z",
    "title_canon_sha256": "42cd92e9af93fb2259a98e5a61585ac669d67e61aec63fd35e826c6ecab2f20d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2211.02052",
    "kind": "arxiv",
    "version": 2
  }
}