Pith Number

pith:UXTC4YC7

pith:2022:UXTC4YC7CWTSBRHHTWIZBWLPJH

not attested not anchored not stored refs pending

Online Control of Adaptive Large Neighborhood Search using Deep Reinforcement Learning

Hoong Chuin LAU, Robbert Reijnen, Yingqian Zhang, Zaharah Bukhsh

arxiv:2211.00759 v3 · 2022-11-01 · 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{UXTC4YC7CWTSBRHHTWIZBWLPJH}

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

RACL: Reasoning-Agent Control Layers for Continuous Metaheuristic Learning

Receipt and verification

First computed	2026-07-05T09:19:50.372631Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a5e62e605f15a720c4e79d9190d96f49f83151f737d64e0d585b9b5a57d9cf74

Aliases

arxiv: 2211.00759 · arxiv_version: 2211.00759v3 · doi: 10.48550/arxiv.2211.00759 · pith_short_12: UXTC4YC7CWTS · pith_short_16: UXTC4YC7CWTSBRHH · pith_short_8: UXTC4YC7

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/UXTC4YC7CWTSBRHHTWIZBWLPJH \
  | 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: a5e62e605f15a720c4e79d9190d96f49f83151f737d64e0d585b9b5a57d9cf74

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "09174a376965feba0f77b950ab4fcf8059c44613519b500cfd4a13a0179768d6",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/publicdomain/zero/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-11-01T21:33:46Z",
    "title_canon_sha256": "85a274c618f2d07c0fc5be29b761547d06102956f51820b7031af310eeb2609f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2211.00759",
    "kind": "arxiv",
    "version": 3
  }
}