Pith Number

pith:FFLLVZRV

pith:2024:FFLLVZRVHEC7LAILPGAPKVJYTM

not attested not anchored not stored refs pending

Differentiable Convex Optimization Layers in Neural Architectures: Foundations and Perspectives

Calder Katyal

arxiv:2412.20679 v1 · 2024-12-30 · cs.LG · math.OC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{FFLLVZRVHEC7LAILPGAPKVJYTM}

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

1 paper in Pith

SOC-ICNN: From Polyhedral to Conic Geometry for Learning Convex Surrogate Functions

Receipt and verification

First computed	2026-07-05T09:55:20.702426Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2956bae6353905f5810b7980f555389b2b9664f21566d1f74e534fc4b45b8773

Aliases

arxiv: 2412.20679 · arxiv_version: 2412.20679v1 · doi: 10.48550/arxiv.2412.20679 · pith_short_12: FFLLVZRVHEC7 · pith_short_16: FFLLVZRVHEC7LAIL · pith_short_8: FFLLVZRV

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/FFLLVZRVHEC7LAILPGAPKVJYTM \
  | 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: 2956bae6353905f5810b7980f555389b2b9664f21566d1f74e534fc4b45b8773

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8f9d9d546840b13823c0e16a7c8bf70cc56486727fb445751c24f45ac4b2e6b8",
    "cross_cats_sorted": [
      "math.OC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-30T03:18:24Z",
    "title_canon_sha256": "85bf63954333a77d9aa85a2c8ce9c08bd23a90cc9c6076da60063ed2419496fb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.20679",
    "kind": "arxiv",
    "version": 1
  }
}