Pith Number

pith:PGYZD4FM

pith:2022:PGYZD4FMHKMEYC2O2TP5UHPGS6

not attested not anchored not stored refs pending

End-to-End Learning to Warm-Start for Real-Time Quadratic Optimization

Bartolomeo Stellato, Brandon Amos, Georgina Hall, Rajiv Sambharya

arxiv:2212.08260 v1 · 2022-12-16 · 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{PGYZD4FMHKMEYC2O2TP5UHPGS6}

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

UBP2: Uncertainty-Balanced Preference Planning for Efficient Preference-based Reinforcement Learning

Receipt and verification

First computed	2026-07-05T05:25:54.597677Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

79b191f0ac3a984c0b4ed4dfda1de697b14d1e0d3388e2167b23e7719f0f5c57

Aliases

arxiv: 2212.08260 · arxiv_version: 2212.08260v1 · doi: 10.48550/arxiv.2212.08260 · pith_short_12: PGYZD4FMHKME · pith_short_16: PGYZD4FMHKMEYC2O · pith_short_8: PGYZD4FM

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/PGYZD4FMHKMEYC2O2TP5UHPGS6 \
  | 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: 79b191f0ac3a984c0b4ed4dfda1de697b14d1e0d3388e2167b23e7719f0f5c57

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "10d30da78ab58dcb7521e36830b30c9e92e828b6f2c49ebe221a427b4d84badb",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "math.OC",
    "submitted_at": "2022-12-16T03:12:39Z",
    "title_canon_sha256": "4aabc4caefb86b37652105164133144d569e84137918ef9798e990d650e24d7c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2212.08260",
    "kind": "arxiv",
    "version": 1
  }
}