Pith Number

pith:IPISDIM7

pith:2024:IPISDIM7Y72ZA6WCBBET4J7VHB

not attested not anchored not stored refs pending

No Free Lunch: Fundamental Limits of Learning Non-Hallucinating Generative Models

Ananth Grama, Changlong Wu, Wojciech Szpankowski

arxiv:2410.19217 v1 · 2024-10-24 · cs.LG · cs.AI · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{IPISDIM7Y72ZA6WCBBET4J7VHB}

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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

On the Fundamental Impossibility of Hallucination Control in Large Language Models

Receipt and verification

First computed	2026-07-05T10:10:45.372738Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

43d121a19fc7f5907ac208493e27f53856151e0077a4bd8b5ff1f326035adc43

Aliases

arxiv: 2410.19217 · arxiv_version: 2410.19217v1 · doi: 10.48550/arxiv.2410.19217 · pith_short_12: IPISDIM7Y72Z · pith_short_16: IPISDIM7Y72ZA6WC · pith_short_8: IPISDIM7

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/IPISDIM7Y72ZA6WCBBET4J7VHB \
  | 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: 43d121a19fc7f5907ac208493e27f53856151e0077a4bd8b5ff1f326035adc43

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bc48e10951872c0d0f50b6485a2f15f009c437430571297998d679825a337cec",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-24T23:57:11Z",
    "title_canon_sha256": "f554eef3326ae85b83404e742b94b06a86fe73c6ef9e58bd9309113a2d79f2c1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.19217",
    "kind": "arxiv",
    "version": 1
  }
}