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Pith Number

pith:PEMHQRVP

pith:2024:PEMHQRVPDG7CDZ3EHF2MK2VNRU
not attested not anchored not stored refs pending

Beyond Interpretability: The Gains of Feature Monosemanticity on Model Robustness

Jingyi Cui, Qi Lei, Qi Zhang, Stefanie Jegelka, Xiang Pan, Yifei Wang, Yisen Wang

arxiv:2410.21331 v1 · 2024-10-27 · cs.LG · cs.AI

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\usepackage{pith}
\pithnumber{PEMHQRVPDG7CDZ3EHF2MK2VNRU}

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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

3 papers in Pith

Receipt and verification
First computed 2026-07-05T09:27:26.914354Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

79187846af19be21e7643974c56aad8d12da3314c2a8c6a5fdd63151f7937d64

Aliases

arxiv: 2410.21331 · arxiv_version: 2410.21331v1 · doi: 10.48550/arxiv.2410.21331 · pith_short_12: PEMHQRVPDG7C · pith_short_16: PEMHQRVPDG7CDZ3E · pith_short_8: PEMHQRVP
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/PEMHQRVPDG7CDZ3EHF2MK2VNRU \
  | 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: 79187846af19be21e7643974c56aad8d12da3314c2a8c6a5fdd63151f7937d64
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "b80b9661380f57efd81bdb57c6204563097cd66b223689840e5cf48f61deb241",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-27T18:03:20Z",
    "title_canon_sha256": "29740f5a9f7d0d756d3d6a2c5088fff1b500838eeaf06b2edf436743b1f8b5f9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.21331",
    "kind": "arxiv",
    "version": 1
  }
}