Pith Number

pith:UMMKH2DA

pith:2024:UMMKH2DAMV7JX5SKHFBSOYKGIC

not attested not anchored not stored refs pending

Regulation of Language Models With Interpretability Will Likely Result In A Performance Trade-Off

Eoin M. Kenny, Julie A. Shah

arxiv:2412.12169 v1 · 2024-12-12 · cs.LG · cs.AI · cs.CY

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\usepackage{pith}
\pithnumber{UMMKH2DAMV7JX5SKHFBSOYKGIC}

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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

Trustworthy AI Suffers from Invariance Conflicts and Causality is The Solution

Receipt and verification

First computed	2026-07-05T09:50:37.477788Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a318a3e860657e9bf64a394327614640a298ba3245a200783dbe7586d797cd1f

Aliases

arxiv: 2412.12169 · arxiv_version: 2412.12169v1 · doi: 10.48550/arxiv.2412.12169 · pith_short_12: UMMKH2DAMV7J · pith_short_16: UMMKH2DAMV7JX5SK · pith_short_8: UMMKH2DA

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/UMMKH2DAMV7JX5SKHFBSOYKGIC \
  | 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: a318a3e860657e9bf64a394327614640a298ba3245a200783dbe7586d797cd1f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f2267d9d966dd9206712ae4213ac2d0199639629f840e5930e2a113a8299fb1a",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CY"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-12T02:11:06Z",
    "title_canon_sha256": "ce06410a96b176461377b10337798d023e1d662572f84659310c897cc05ef62a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.12169",
    "kind": "arxiv",
    "version": 1
  }
}