Pith Number

pith:R355QMKX

pith:2024:R355QMKXU7YRCGFS64PTFFAYR7

not attested not anchored not stored refs pending

MixedNUTS: Training-Free Accuracy-Robustness Balance via Nonlinearly Mixed Classifiers

Mo Zhou, Somayeh Sojoudi, Vishal M. Patel, Yatong Bai

arxiv:2402.02263 v5 · 2024-02-03 · cs.LG · cs.AI · cs.CV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{R355QMKXU7YRCGFS64PTFFAYR7}

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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

1 paper in Pith

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

Receipt and verification

First computed	2026-07-05T09:21:02.476069Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8efbd83157a7f11118b2f71f3294188fe9df2bb0a353198574af6ec8800a765d

Aliases

arxiv: 2402.02263 · arxiv_version: 2402.02263v5 · doi: 10.48550/arxiv.2402.02263 · pith_short_12: R355QMKXU7YR · pith_short_16: R355QMKXU7YRCGFS · pith_short_8: R355QMKX

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/R355QMKXU7YRCGFS64PTFFAYR7 \
  | 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: 8efbd83157a7f11118b2f71f3294188fe9df2bb0a353198574af6ec8800a765d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "58fbd1eeb9830f3b9a846dd922f3f146b859b263fdca5db83b3100c20dd3553b",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CV"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-03T21:12:36Z",
    "title_canon_sha256": "a92f6e7e36f1f1a5d5d9104008711ac57a8ace2a6391f344687a3e45f289361f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.02263",
    "kind": "arxiv",
    "version": 5
  }
}