Pith Number

pith:66HI76S3

pith:2024:66HI76S3UNFW4MH56Y34L3WF5W

not attested not anchored not stored refs pending

Learning Multiple Initial Solutions to Optimization Problems

Elad Sharony, Heng Yang, Marco Pavone, Peter Karkus, Shie Mannor, Tong Che

arxiv:2411.02158 v2 · 2024-11-04 · cs.LG · cs.AI · cs.RO · cs.SY · eess.SY

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{66HI76S3UNFW4MH56Y34L3WF5W}

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

GLENS: Global Search via Learning from Solver Iterates with Diffusion Models

Receipt and verification

First computed	2026-07-05T10:08:24.221183Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f78e8ffa5ba34b6e30fdf637c5eec5ed9fdc723bf9f60b4966a775b574d1c04d

Aliases

arxiv: 2411.02158 · arxiv_version: 2411.02158v2 · doi: 10.48550/arxiv.2411.02158 · pith_short_12: 66HI76S3UNFW · pith_short_16: 66HI76S3UNFW4MH5 · pith_short_8: 66HI76S3

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/66HI76S3UNFW4MH56Y34L3WF5W \
  | 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: f78e8ffa5ba34b6e30fdf637c5eec5ed9fdc723bf9f60b4966a775b574d1c04d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3ca221795359db2d745f02334550405142a89a5be0f630534a2c40347bfef98a",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.RO",
      "cs.SY",
      "eess.SY"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-11-04T15:17:19Z",
    "title_canon_sha256": "f217fd4559bb2ef8904b1d37d997ab52b75ae330717d39f1b746acf1120a2e20"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.02158",
    "kind": "arxiv",
    "version": 2
  }
}