Pith Number

pith:6NGZCTBT

pith:2024:6NGZCTBTW2G47FMQXPB72ED7D2

not attested not anchored not stored refs pending

RoSE-Opt: Robust and Efficient Analog Circuit Parameter Optimization with Knowledge-infused Reinforcement Learning

Jian Gao, Mouhacine Benosman, Rui Ma, Tianrui Ma, Weidong Cao, Xuan Zhang

arxiv:2407.19150 v1 · 2024-07-27 · cs.AR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{6NGZCTBTW2G47FMQXPB72ED7D2}

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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

PPAAS: PVT and Pareto Aware Analog Sizing via Goal-conditioned Reinforcement Learning

Receipt and verification

First computed	2026-07-05T08:49:15.053849Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f34d914c33b68dcf9590bbc3fd107f1e9bd1963c2faf0db01298d4ed906877e0

Aliases

arxiv: 2407.19150 · arxiv_version: 2407.19150v1 · doi: 10.48550/arxiv.2407.19150 · pith_short_12: 6NGZCTBTW2G4 · pith_short_16: 6NGZCTBTW2G47FMQ · pith_short_8: 6NGZCTBT

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/6NGZCTBTW2G47FMQXPB72ED7D2 \
  | 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: f34d914c33b68dcf9590bbc3fd107f1e9bd1963c2faf0db01298d4ed906877e0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fb4d706e7b4f4a91fca8be195cb7de72ac2b11447d4714ae0e3de387b5347f78",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AR",
    "submitted_at": "2024-07-27T02:32:45Z",
    "title_canon_sha256": "f62d356502e42abfb69883868fec5951e553deadeafccd807ed432d2b5ad614c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.19150",
    "kind": "arxiv",
    "version": 1
  }
}