Pith Number

pith:JAGM3N3P

pith:2025:JAGM3N3PAVUDOMKJQOJ326ELEP

not attested not anchored not stored refs pending

LLM-Based Routing in Mixture of Experts: A Novel Framework for Trading

Kuan-Ming Liu, Ming-Chih Lo

arxiv:2501.09636 v2 · 2025-01-16 · cs.LG · q-fin.TR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{JAGM3N3PAVUDOMKJQOJ326ELEP}

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	2026-07-05T10:02:10.571192Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

480ccdb76f05683731498393bd788b23dc284162c27200aa5b63d60978d3770c

Aliases

arxiv: 2501.09636 · arxiv_version: 2501.09636v2 · doi: 10.48550/arxiv.2501.09636 · pith_short_12: JAGM3N3PAVUD · pith_short_16: JAGM3N3PAVUDOMKJ · pith_short_8: JAGM3N3P

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/JAGM3N3PAVUDOMKJQOJ326ELEP \
  | 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: 480ccdb76f05683731498393bd788b23dc284162c27200aa5b63d60978d3770c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d6f613fba0aaef46e7aa4c95b99b248afd1b2a61dfa6c0f3521b57f1b75111d8",
    "cross_cats_sorted": [
      "q-fin.TR"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-01-16T16:25:30Z",
    "title_canon_sha256": "449f4507109880625b58175714eafa5829c40b50878d4bce2ea52e3a1933e076"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.09636",
    "kind": "arxiv",
    "version": 2
  }
}