Pith Number

pith:KFEPYIT6

pith:2024:KFEPYIT6W4RQGHQAJIF6FTPFF4

not attested not anchored not stored refs pending

Quantifying perturbation impacts for large language models

Mihaela van der Schaar, Paulius Rauba, Qiyao Wei

arxiv:2412.00868 v1 · 2024-12-01 · cs.LG · cs.CL · math.ST · stat.ML · stat.TH

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{KFEPYIT6W4RQGHQAJIF6FTPFF4}

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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

Evaluating Reliability Gaps in Large Language Model Safety via Repeated Prompt Sampling

Consistency as a Testable Property: Statistical Methods to Evaluate AI Agent Reliability

Compared to What? Baselines and Metrics for Counterfactual Prompting

Receipt and verification

First computed	2026-07-05T09:42:49.591463Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5148fc227eb723031e004a0be2cde52f11e14fe6dd67f1c3a60f5ab3876b0f58

Aliases

arxiv: 2412.00868 · arxiv_version: 2412.00868v1 · doi: 10.48550/arxiv.2412.00868 · pith_short_12: KFEPYIT6W4RQ · pith_short_16: KFEPYIT6W4RQGHQA · pith_short_8: KFEPYIT6

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/KFEPYIT6W4RQGHQAJIF6FTPFF4 \
  | 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: 5148fc227eb723031e004a0be2cde52f11e14fe6dd67f1c3a60f5ab3876b0f58

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "78d98864071bfbde72910b725800f47b6c909f00d004a27a87cb97273d33eec0",
    "cross_cats_sorted": [
      "cs.CL",
      "math.ST",
      "stat.ML",
      "stat.TH"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-01T16:13:09Z",
    "title_canon_sha256": "deb5105307d7648943162687b144fd9244421d833198e26260c82dcd52415d44"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.00868",
    "kind": "arxiv",
    "version": 1
  }
}