Pith Number

pith:P62HU4TD

pith:2023:P62HU4TDSBCENIHV3I2TV7JKJU

not attested not anchored not stored refs pending

Fine-tuning can cripple your foundation model; preserving features may be the solution

Jishnu Mukhoti, Philip H.S. Torr, Puneet K. Dokania, Yarin Gal

arxiv:2308.13320 v3 · 2023-08-25 · cs.LG · cs.CV

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\usepackage{pith}
\pithnumber{P62HU4TDSBCENIHV3I2TV7JKJU}

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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

6 papers in Pith

FrozenDrive: Zero-Shot Text-Guided Driving Scene Generation and Data Augmentation with Parameter-Free Frozen Diffusion Model

Defending Against Malicious Finetuning by Scaling Train-time Adversarial Attacks

The Piggyback Hypothesis of Generalization: Explaining and Mitigating Emergent Misalignment

Harmful Fine-tuning Attacks and Defenses for Large Language Models: A Survey

Sparse Autoencoders enable Robust and Interpretable Fine-tuning of CLIP models

Receipt and verification

First computed	2026-07-05T08:38:34.137542Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7fb47a7263904446a0f5da353afd2a4d0d4638bbf1894592ab8886fb368a84f3

Aliases

arxiv: 2308.13320 · arxiv_version: 2308.13320v3 · doi: 10.48550/arxiv.2308.13320 · pith_short_12: P62HU4TDSBCE · pith_short_16: P62HU4TDSBCENIHV · pith_short_8: P62HU4TD

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/P62HU4TDSBCENIHV3I2TV7JKJU \
  | 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: 7fb47a7263904446a0f5da353afd2a4d0d4638bbf1894592ab8886fb368a84f3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c8d6ec8a23aee71add7dc33a1a19d1bc9862b98be3893bc90d760cc8c0cae0a3",
    "cross_cats_sorted": [
      "cs.CV"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-08-25T11:49:51Z",
    "title_canon_sha256": "a37cc7e790f845e8b28236b49ccb1da0a562c7d3691ce0bd3dc822b822887c3e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2308.13320",
    "kind": "arxiv",
    "version": 3
  }
}