Pith Number

pith:TO4INOO4

pith:2025:TO4INOO42U32WUM6EWIXTVNARI

not attested not anchored not stored refs pending

Optimizing Robustness and Accuracy in Mixture of Experts: A Dual-Model Approach

Kaidi Xu, Ren Wang, Xu Zhang, Ziqing Hu

arxiv:2502.06832 v3 · 2025-02-05 · cs.LG · 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{TO4INOO42U32WUM6EWIXTVNARI}

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	2026-07-05T11:10:34.923661Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9bb886b9dcd537ab519e259179d5a08a376a592ccef1a4c0c66d07abf568e982

Aliases

arxiv: 2502.06832 · arxiv_version: 2502.06832v3 · doi: 10.48550/arxiv.2502.06832 · pith_short_12: TO4INOO42U32 · pith_short_16: TO4INOO42U32WUM6 · pith_short_8: TO4INOO4

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/TO4INOO42U32WUM6EWIXTVNARI \
  | 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: 9bb886b9dcd537ab519e259179d5a08a376a592ccef1a4c0c66d07abf568e982

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "007069c945c903f6d438f9aaf3da685384f48b5f36461ee38424bf6816cee7c0",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-05T20:45:52Z",
    "title_canon_sha256": "6c4832fdaff69a8b13996ec8bc3f823a5f90e7beb8906bd90b31fe01d9e14868"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.06832",
    "kind": "arxiv",
    "version": 3
  }
}