Pith Number

pith:QAXGNDKF

pith:2024:QAXGNDKFXNVGYVGFIIPBRNTRGK

not attested not anchored not stored refs pending

Balans: Multi-Armed Bandits-based Adaptive Large Neighborhood Search for Mixed-Integer Programming Problem

Bistra Dilkina, Junyang Cai, Serdar Kadioglu

arxiv:2412.14382 v3 · 2024-12-18 · cs.AI · cs.LG · math.OC

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\usepackage{pith}
\pithnumber{QAXGNDKFXNVGYVGFIIPBRNTRGK}

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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

Multi-task Representation Learning for Mixed Integer Linear Programming

Receipt and verification

First computed	2026-07-05T11:42:16.444936Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

802e668d45bb6a6c54c5421e18b67132b100f540692afc3b7561b8ac607c44e0

Aliases

arxiv: 2412.14382 · arxiv_version: 2412.14382v3 · doi: 10.48550/arxiv.2412.14382 · pith_short_12: QAXGNDKFXNVG · pith_short_16: QAXGNDKFXNVGYVGF · pith_short_8: QAXGNDKF

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/QAXGNDKFXNVGYVGFIIPBRNTRGK \
  | 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: 802e668d45bb6a6c54c5421e18b67132b100f540692afc3b7561b8ac607c44e0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2f98e7b1827bd2409646265ff34c6cc9937de8a6378a4e7e577aae906dcd6fa7",
    "cross_cats_sorted": [
      "cs.LG",
      "math.OC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-12-18T22:32:13Z",
    "title_canon_sha256": "d29e7a44a137ecabdd400df1ee5c198caa2b3b16f764e116274b1495c0118737"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.14382",
    "kind": "arxiv",
    "version": 3
  }
}