Pith Number

pith:MJG73SD3

pith:2024:MJG73SD3B4M2PUKZGNO6Q3HE3O

not attested not anchored not stored refs pending

Learning Constrained Optimization with Deep Augmented Lagrangian Methods

Ferdinando Fioretto, James Kotary

arxiv:2403.03454 v2 · 2024-03-06 · 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{MJG73SD3B4M2PUKZGNO6Q3HE3O}

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

Solving Max-Cut to Global Optimality via Feasibility-Preserving Graph Neural Networks

Receipt and verification

First computed	2026-07-05T07:56:21.691554Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

624dfdc87b0f19a7d159335de86ce4dba6f3292cd3cf06a4ce6b60f490990724

Aliases

arxiv: 2403.03454 · arxiv_version: 2403.03454v2 · doi: 10.48550/arxiv.2403.03454 · pith_short_12: MJG73SD3B4M2 · pith_short_16: MJG73SD3B4M2PUKZ · pith_short_8: MJG73SD3

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/MJG73SD3B4M2PUKZGNO6Q3HE3O \
  | 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: 624dfdc87b0f19a7d159335de86ce4dba6f3292cd3cf06a4ce6b60f490990724

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7da2b1dad9744a382752984d23916149b9e361bbc927e4dd0b912fd64b122304",
    "cross_cats_sorted": [
      "math.OC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-03-06T04:43:22Z",
    "title_canon_sha256": "9afe9bdf74719d9351a1644e89c4dadc407cb78416ac8e45bdfc66ef68616cfa"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.03454",
    "kind": "arxiv",
    "version": 2
  }
}