Pith Number

pith:XEW5H3FD

pith:2025:XEW5H3FDKHX6NDFAHG5FG2ISID

not attested not anchored not stored refs pending

Learning to optimize with guarantees: a complete characterization of linearly convergent algorithms

Andrea Martin, Ian R. Manchester, Luca Furieri

arxiv:2508.00775 v2 · 2025-08-01 · eess.SY · cs.LG · cs.SY · 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{XEW5H3FDKHX6NDFAHG5FG2ISID}

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

Learning Over-Relaxation Policies for ADMM with Convergence Guarantees

Receipt and verification

First computed	2026-06-05T01:15:15.123541Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b92dd3eca351efe68ca039ba53691240fca8033f00ebd7925f2f32dcd5f724ba

Aliases

arxiv: 2508.00775 · arxiv_version: 2508.00775v2 · doi: 10.48550/arxiv.2508.00775 · pith_short_12: XEW5H3FDKHX6 · pith_short_16: XEW5H3FDKHX6NDFA · pith_short_8: XEW5H3FD

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/XEW5H3FDKHX6NDFAHG5FG2ISID \
  | 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: b92dd3eca351efe68ca039ba53691240fca8033f00ebd7925f2f32dcd5f724ba

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7bccdc007b98e12243fef45329e23c0f53452bcdf010cc7481813dc5980bb997",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.SY",
      "math.OC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "eess.SY",
    "submitted_at": "2025-08-01T16:56:42Z",
    "title_canon_sha256": "edd99c0c94002d837c6d5eb4668522d942ac44832c0374f9c57334a0e42d6a75"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.00775",
    "kind": "arxiv",
    "version": 2
  }
}