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Pith Number

pith:54P7I7US

pith:2025:54P7I7US4ENFERYSLHLPPCUOB7
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Think Smarter not Harder: Adaptive Reasoning with Inference Aware Optimization

Chen Zhu, Di Jin, Eryk Helenowski, Han Fang, Hao Ma, Karthik Abinav Sankararaman, Sinong Wang, Tengyu Xu, Wenxuan Zhou, Yun He, Zhouhao Zeng, Zishun Yu

arxiv:2501.17974 v2 · 2025-01-29 · cs.AI

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\usepackage{pith}
\pithnumber{54P7I7US4ENFERYSLHLPPCUOB7}

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2 Internet Archive
3 Author claim open · sign in to claim
4 Citations open
5 Replications open
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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

5 papers in Pith

Stop Overthinking: A Survey on Efficient Reasoning for Large Language Models
Post Reasoning: Improving the Performance of Non-Thinking Models at No Cost
Adapt to Thrive! Adaptive Power-Mean Policy Optimization for Improved LLM Reasoning
Free Energy-Driven Reinforcement Learning with Adaptive Advantage Shaping for Unsupervised Reasoning in LLMs
One Step Forward and K Steps Back: Better Reasoning with Denoising Recursion Models
Receipt and verification
First computed 2026-07-05T10:07:48.688895Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

ef1ff47e92e11a52471259d6f78a8e0ffe33148744ccbac01632f8ffdb2d5797

Aliases

arxiv: 2501.17974 · arxiv_version: 2501.17974v2 · doi: 10.48550/arxiv.2501.17974 · pith_short_12: 54P7I7US4ENF · pith_short_16: 54P7I7US4ENFERYS · pith_short_8: 54P7I7US
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/54P7I7US4ENFERYSLHLPPCUOB7 \
  | 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: ef1ff47e92e11a52471259d6f78a8e0ffe33148744ccbac01632f8ffdb2d5797
Canonical record JSON 
{
  "metadata": {
    "abstract_canon_sha256": "0430b4db9ee85093b6ec893ebc9a254119b1044921b7616a575127b1e5e04c82",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-01-29T20:20:48Z",
    "title_canon_sha256": "f731d56460050b2d0a0d41d5c4f791bc5f77725a162deb3291fe52a2730fea7b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.17974",
    "kind": "arxiv",
    "version": 2
  }
}