Pith Number

pith:5BDGBK6A

pith:2026:5BDGBK6AG577BMPA5ZYJ45HHVR

not attested not anchored not stored refs pending

MIRROR: A Multi-Agent Framework with Iterative Adaptive Revision and Hierarchical Retrieval for Optimization Modeling in Operations Research

Jialong Shi, Jianyong Sun, Jiayi Wang, Minyi Wu, Ye Fan, Yifan Shi

arxiv:2602.03318 v3 · 2026-02-03 · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{5BDGBK6AG577BMPA5ZYJ45HHVR}

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.

Receipt and verification

First computed	2026-06-02T02:04:50.804900Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e84660abc0377ff0b1e0ee709e74e7ac431226dac1e8ff550c187f61d0bd49f3

Aliases

arxiv: 2602.03318 · arxiv_version: 2602.03318v3 · doi: 10.48550/arxiv.2602.03318 · pith_short_12: 5BDGBK6AG577 · pith_short_16: 5BDGBK6AG577BMPA · pith_short_8: 5BDGBK6A

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/5BDGBK6AG577BMPA5ZYJ45HHVR \
  | 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: e84660abc0377ff0b1e0ee709e74e7ac431226dac1e8ff550c187f61d0bd49f3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4adcc7fcf9435f32ed690a58451c27e5131a1fd40af117ea725764b84cfa28c1",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2026-02-03T09:46:56Z",
    "title_canon_sha256": "ace02093ebe0331711538d9ad13b1a267905341e86aff15df59273b8281ccf81"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2602.03318",
    "kind": "arxiv",
    "version": 3
  }
}