Pith Number

pith:EMDECOPW

pith:2024:EMDECOPW7T5G43UTZY2TJLNCL6

not attested not anchored not stored refs pending

Adaptive Inference-Time Compute: LLMs Can Predict if They Can Do Better, Even Mid-Generation

Anikait Singh, Rohin Manvi, Stefano Ermon

arxiv:2410.02725 v1 · 2024-10-03 · cs.CL · cs.AI · cs.LG

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\usepackage{pith}
\pithnumber{EMDECOPW7T5G43UTZY2TJLNCL6}

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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

9 papers in Pith

Doomed from the Start: Early Abort of LLM Agent Episodes via a Recall-Controlled Probe Cascade

Hard or Just Unreached? Diagnosing the Sampling Blind Spot in Math-Reasoning Difficulty Estimation

AVIS: Adaptive Test-Time Scaling for Vision-Language Models

ATLAS: Agentic Test-time Learning-to-Allocate Scaling

A Survey of Scaling in Large Language Model Reasoning

Receipt and verification

First computed	2026-07-05T09:15:24.549858Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

23064139f6fcfa6e6e93ce3534ada25fb263958672a57fa7bacd2ed9181c36f8

Aliases

arxiv: 2410.02725 · arxiv_version: 2410.02725v1 · doi: 10.48550/arxiv.2410.02725 · pith_short_12: EMDECOPW7T5G · pith_short_16: EMDECOPW7T5G43UT · pith_short_8: EMDECOPW

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/EMDECOPW7T5G43UTZY2TJLNCL6 \
  | 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: 23064139f6fcfa6e6e93ce3534ada25fb263958672a57fa7bacd2ed9181c36f8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "44c40f64c5122f017cb78d55f25df7b15141b0cae4854aed9de97eb84797aba5",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-10-03T17:47:29Z",
    "title_canon_sha256": "2744397cc82a8d9f33814d6d1b634195a354fb6cdbc993373b59f834b10604d6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.02725",
    "kind": "arxiv",
    "version": 1
  }
}