Pith Number

pith:UOMDQSRI

pith:2021:UOMDQSRIO63ZHGCD4PHYDH4MBP

not attested not anchored not stored refs pending

Mixture of Robust Experts (MoRE):A Robust Denoising Method towards multiple perturbations

Bhavya Kailkhura, Chenan Wang, Hao Cheng, Kaidi Xu, Ryan Goldhahn, Xue Lin

arxiv:2104.10586 v5 · 2021-04-21 · cs.LG · cs.AI · cs.CR

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

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\usepackage{pith}
\pithnumber{UOMDQSRIO63ZHGCD4PHYDH4MBP}

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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

2 papers in Pith

RoME: Robust Mixture of Low-Rank Experts against Multiple Adversarial Perturbations

Towards Generalized Certified Robustness with Multi-Norm Training

Receipt and verification

First computed	2026-07-05T10:39:12.542176Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a398384a2877b7939843e3cf819f8c0bff87ff62df2913c7242747af354b30a5

Aliases

arxiv: 2104.10586 · arxiv_version: 2104.10586v5 · doi: 10.48550/arxiv.2104.10586 · pith_short_12: UOMDQSRIO63Z · pith_short_16: UOMDQSRIO63ZHGCD · pith_short_8: UOMDQSRI

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/UOMDQSRIO63ZHGCD4PHYDH4MBP \
  | 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: a398384a2877b7939843e3cf819f8c0bff87ff62df2913c7242747af354b30a5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "843876b2dccd0ead2d3a9a090e3d3dc1d905d70769ab2b728f03b4bee282bf88",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CR"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-04-21T15:27:07Z",
    "title_canon_sha256": "1b48cdadc3d0ff6c8d1a99ef4661b8358a5635d4156c32c89f0b497b873fd836"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2104.10586",
    "kind": "arxiv",
    "version": 5
  }
}