Pith Number

pith:PG4UEOEC

pith:2025:PG4UEOEC5B6P7F6M5FKOBJXUWL

not attested not anchored not stored refs pending

A Survey on Mechanistic Interpretability for Multi-Modal Foundation Models

Arman Zarei, Barry Menglong Yao, Hongxuan Li, Keivan Rezaei, Lifu Huang, Li Shen, Mohammad Beigi, Qin Liu, Ryan A. Rossi, Samyadeep Basu, Shilong Liu, Soheil Feizi, Sriram Balasubramanian, Varun Manjunatha, Yan Sun, Ying Shen, Yufan Zhou, Yuxiang Zhang, Zhiyang Xu, Zichao Wang, Zihao Lin

arxiv:2502.17516 v1 · 2025-02-22 · cs.LG · cs.AI

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\usepackage{pith}
\pithnumber{PG4UEOEC5B6P7F6M5FKOBJXUWL}

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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

11 papers in Pith

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Characterize Then Distill: Mechanistic Reasoning in Large Output Spaces

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LLM-Powered AI Agent Systems and Their Applications in Industry

Do Factual Recall Mechanisms Carry over from Text to Speech in Multimodal Language Models?

Receipt and verification

First computed	2026-07-05T10:19:11.935357Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

79b9423882e87cff97cce954e0a6f4b2caa8063c2f36e6da5d167c47cf3d9c57

Aliases

arxiv: 2502.17516 · arxiv_version: 2502.17516v1 · doi: 10.48550/arxiv.2502.17516 · pith_short_12: PG4UEOEC5B6P · pith_short_16: PG4UEOEC5B6P7F6M · pith_short_8: PG4UEOEC

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/PG4UEOEC5B6P7F6M5FKOBJXUWL \
  | 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: 79b9423882e87cff97cce954e0a6f4b2caa8063c2f36e6da5d167c47cf3d9c57

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1d18774de2ddd85ae113c31bec0434a27b8cdf293dcbebffdd65987c903fec77",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-22T20:55:26Z",
    "title_canon_sha256": "3ee6c9f36bdc3d78afde30da7f4b695b05dc89941034be471c493d8b5f998985"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.17516",
    "kind": "arxiv",
    "version": 1
  }
}