Pith Number

pith:T7KL6SWS

pith:2024:T7KL6SWSSYIX67GELQS6N6NPGF

not attested not anchored not stored refs pending

Prune 'n Predict: Optimizing LLM Decision-making with Conformal Prediction

Alan Mishler, Harit Vishwakarma, Natraj Raman, Niccol\`o Dalmasso, Sumitra Ganesh, Thomas Cook

arxiv:2501.00555 v2 · 2024-12-31 · cs.LG · cs.AI · stat.AP · 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{T7KL6SWSSYIX67GELQS6N6NPGF}

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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

From Actions to Understanding: Conformal Interpretability of Temporal Concepts in LLM Agents

Receipt and verification

First computed	2026-07-05T11:35:52.780310Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9fd4bf4ad296117f7cc45c25e6f9af3160599f6c5e908cc8f23f4be2e82805cc

Aliases

arxiv: 2501.00555 · arxiv_version: 2501.00555v2 · doi: 10.48550/arxiv.2501.00555 · pith_short_12: T7KL6SWSSYIX · pith_short_16: T7KL6SWSSYIX67GE · pith_short_8: T7KL6SWS

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/T7KL6SWSSYIX67GELQS6N6NPGF \
  | 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: 9fd4bf4ad296117f7cc45c25e6f9af3160599f6c5e908cc8f23f4be2e82805cc

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b5d8fcd14bc7641b66dfd21abdc587988a12c6ddc35702462c6c554c40d1a484",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.AP",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-31T17:33:12Z",
    "title_canon_sha256": "22c307aa3c2a850fcc37ace6a144b035541d5c3a80ba826cb4d022ab5ce580a5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.00555",
    "kind": "arxiv",
    "version": 2
  }
}