Pith Number

pith:Z7RXDD44

pith:2018:Z7RXDD44V6E46QSKQDWL3DXYNK

not attested not anchored not stored refs pending

Flow Shape Design for Microfluidic Devices Using Deep Reinforcement Learning

Aditya Balu, Baskar Ganapathysubramanian, Daniel Stoecklein, Soumik Sarkar, Xian Yeow Lee

arxiv:1811.12444 v1 · 2018-11-29 · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{Z7RXDD44V6E46QSKQDWL3DXYNK}

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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

Learning to Cope with Adversarial Attacks

Receipt and verification

First computed	2026-05-17T23:59:31.661215Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cfe3718f9caf89cf424a80ecbd8ef86abc2940eb2b5e3e91962050fd6476e636

Aliases

arxiv: 1811.12444 · arxiv_version: 1811.12444v1 · doi: 10.48550/arxiv.1811.12444 · pith_short_12: Z7RXDD44V6E4 · pith_short_16: Z7RXDD44V6E46QSK · pith_short_8: Z7RXDD44

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/Z7RXDD44V6E46QSKQDWL3DXYNK \
  | 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: cfe3718f9caf89cf424a80ecbd8ef86abc2940eb2b5e3e91962050fd6476e636

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ab874cc210436dc763bf2c71209ace66be03e8fdd1259cb6ca80a2211d7f989f",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-11-29T19:29:24Z",
    "title_canon_sha256": "908bb4a974a01cd273b156f0f56ded13aba976fbdab66c1cfbc30da403ed9203"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1811.12444",
    "kind": "arxiv",
    "version": 1
  }
}