Pith Number

pith:GKARKMBP

pith:2023:GKARKMBPZRQR4CDFZ3HGTXK7RY

not attested not anchored not stored refs pending

Combinatorial Optimization with Policy Adaptation using Latent Space Search

Alexandre Laterre, Arnu Pretorius, Clement Bonnet, Felix Chalumeau, Nathan Grinsztajn, Shikha Surana, Thomas D. Barrett

arxiv:2311.13569 v2 · 2023-11-13 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{GKARKMBPZRQR4CDFZ3HGTXK7RY}

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

Geometry-Aware Reinforcement Learning for 2D Irregular Nesting

Receipt and verification

First computed	2026-07-05T08:23:57.677116Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

328115302fcc611e0865cece69dd5f8e18d9f22480dfeefa50bffbf9a5d9e346

Aliases

arxiv: 2311.13569 · arxiv_version: 2311.13569v2 · doi: 10.48550/arxiv.2311.13569 · pith_short_12: GKARKMBPZRQR · pith_short_16: GKARKMBPZRQR4CDF · pith_short_8: GKARKMBP

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/GKARKMBPZRQR4CDFZ3HGTXK7RY \
  | 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: 328115302fcc611e0865cece69dd5f8e18d9f22480dfeefa50bffbf9a5d9e346

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9c05fc75b5a8c3f66a64fe2757aca1db0f1ee1eff81612463281a613e02e4f15",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-11-13T12:24:54Z",
    "title_canon_sha256": "d8784d4752241135e8cebc60a995c3667c49ee228b063c50d4acbda4a89d8397"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.13569",
    "kind": "arxiv",
    "version": 2
  }
}