Pith Number

pith:CEVISW4W

pith:2019:CEVISW4WKTABX7MDCGG2QWMQIY

not attested not anchored not stored refs pending

Differentiable Convex Optimization Layers

Akshay Agrawal, Brandon Amos, Shane Barratt, Stephen Boyd, Steven Diamond, Zico Kolter

arxiv:1910.12430 v1 · 2019-10-28 · cs.LG · math.OC · 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{CEVISW4WKTABX7MDCGG2QWMQIY}

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.

Cited by

4 papers in Pith

Regularized Large Neighborhood Search

A flexible and differentiable coil proxy for stellarator equilibrium optimization

Deep Learning for Sequential Decision Making under Uncertainty: Foundations, Frameworks, and Frontiers

A Distributionally Robust Reinforcement Learning Framework for Constrained Urban EV Dispatch

Receipt and verification

First computed	2026-07-05T00:15:16.592594Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

112a895b9654c01bfd83118da859904621806b26b07c8ddd35c23d53a97b3397

Aliases

arxiv: 1910.12430 · arxiv_version: 1910.12430v1 · doi: 10.48550/arxiv.1910.12430 · pith_short_12: CEVISW4WKTAB · pith_short_16: CEVISW4WKTABX7MD · pith_short_8: CEVISW4W

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/CEVISW4WKTABX7MDCGG2QWMQIY \
  | 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: 112a895b9654c01bfd83118da859904621806b26b07c8ddd35c23d53a97b3397

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "35f8da208c08bf53d8db25dc4e18615642014363cb15a19996d2d075834726e0",
    "cross_cats_sorted": [
      "math.OC",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-10-28T04:08:18Z",
    "title_canon_sha256": "e9f7df374c72315419d6b43852b5cbe056b0e4f5bf9c8559d46b923fad63a2ec"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1910.12430",
    "kind": "arxiv",
    "version": 1
  }
}