Pith Number

pith:KI3YHU5M

pith:2024:KI3YHU5MACT57XVM3PS63LMSTJ

not attested not anchored not stored refs pending

Bridging Large Language Models and Optimization: A Unified Framework for Text-attributed Combinatorial Optimization

Xia Jiang, Yaoxin Wu, Yingqian Zhang, Yuan Wang

arxiv:2408.12214 v2 · 2024-08-22 · 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{KI3YHU5MACT57XVM3PS63LMSTJ}

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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

2 papers in Pith

GeoRouteNet: A Geometry-Aware Non-Autoregressive Neural Solver for the Euclidean Traveling Salesman Problem

Learning with Foresight: Enhancing Neural Routing Policy via Multi-Node Lookahead Prediction

Receipt and verification

First computed	2026-07-05T09:49:09.255027Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

523783d3ac00a7dfdeacdbe5edad929a46604661fccf2e267c0e37a169fd5298

Aliases

arxiv: 2408.12214 · arxiv_version: 2408.12214v2 · doi: 10.48550/arxiv.2408.12214 · pith_short_12: KI3YHU5MACT5 · pith_short_16: KI3YHU5MACT57XVM · pith_short_8: KI3YHU5M

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/KI3YHU5MACT57XVM3PS63LMSTJ \
  | 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: 523783d3ac00a7dfdeacdbe5edad929a46604661fccf2e267c0e37a169fd5298

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "679434561879198c3932642d81ba394f53e885a3d1741fbd4da609216f918dc5",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-08-22T08:42:44Z",
    "title_canon_sha256": "178fa30af3ac59b9df0d25f17fc2ced1e9be0ac3529fb7d2f20aa6b0f7ed59aa"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2408.12214",
    "kind": "arxiv",
    "version": 2
  }
}