Pith Number

pith:H5OEXRAG

pith:2026:H5OEXRAGQIP2RFLGXO4TO6RJSI

not attested not anchored not stored refs pending

Beyond Static Priors: Dynamic Neural Guidance for Large-Scale Ant Colony Optimization

Dat Thanh Tran, Van Khu Vu, Yining Ma

arxiv:2606.04039 v1 · 2026-06-02 · cs.NE · cs.AI · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{H5OEXRAGQIP2RFLGXO4TO6RJSI}

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	2026-06-04T00:06:45.025697Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3f5c4bc406821fa89566bbb9377a2992079886ef260f9f056b4daf631b525c77

Aliases

arxiv: 2606.04039 · arxiv_version: 2606.04039v1 · doi: 10.48550/arxiv.2606.04039 · pith_short_12: H5OEXRAGQIP2 · pith_short_16: H5OEXRAGQIP2RFLG · pith_short_8: H5OEXRAG

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/H5OEXRAGQIP2RFLGXO4TO6RJSI \
  | 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: 3f5c4bc406821fa89566bbb9377a2992079886ef260f9f056b4daf631b525c77

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ba37c491735997d7d6a35eff0818482e92406fd5d9da6664c8c6a55e1a799dff",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.NE",
    "submitted_at": "2026-06-02T03:32:36Z",
    "title_canon_sha256": "d1d454cc88b508ff4d03fade7417536832ffe12b0adf871562c6a0faba8d8b50"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.04039",
    "kind": "arxiv",
    "version": 1
  }
}