Pith Number

pith:WT2V3GSD

pith:2026:WT2V3GSDHYM35WFD55D6JANMGO

not attested not anchored not stored refs pending

Can an Actor-Critic Optimization Framework Improve Analog Design?

Fin Amin, Jonathan Rabe, Paul Franzon, Sounak Dutta, Sushil Panda, Yuejiang Wen

arxiv:2603.24714 v2 · 2026-03-25 · cs.LG · 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{WT2V3GSDHYM35WFD55D6JANMGO}

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	2026-07-28T00:21:35.341630Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b4f55d9a433e19bed8a3ef47e481ac33b2a3737bff8670b3b0f7f88927417bfb

Aliases

arxiv: 2603.24714 · arxiv_version: 2603.24714v2 · doi: 10.48550/arxiv.2603.24714 · pith_short_12: WT2V3GSDHYM3 · pith_short_16: WT2V3GSDHYM35WFD · pith_short_8: WT2V3GSD

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/WT2V3GSDHYM35WFD55D6JANMGO \
  | 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: b4f55d9a433e19bed8a3ef47e481ac33b2a3737bff8670b3b0f7f88927417bfb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5ee79ac042f01096eb4ae8d057bb9bb463db559fabd1453a269b94e1222f55cf",
    "cross_cats_sorted": [
      "cs.SY",
      "eess.SY"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-03-25T18:36:51Z",
    "title_canon_sha256": "ddaa4c556bb2bd93a81e4b9f592098a93b2b648f35987506bbaf60a8ae2c5770"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2603.24714",
    "kind": "arxiv",
    "version": 2
  }
}