Pith Number

pith:HF766WXI

pith:2025:HF766WXI4SWT5V5JMPLY2KCMQB

not attested not anchored not stored refs pending

Competitive Programming with Large Reasoning Models

Alexander Wei, Andre Saraiva, Borys Minaiev, Daniel Selsam, David Dohan, Francis Song, Hunter Lightman, Ignasi Clavera, Jakub Pachocki, Jerry Tworek, Lorenz Kuhn, Lukasz Kaiser, Mark Chen, Max Schwarzer, Mostafa Rohaninejad, Nat McAleese, o3 contributors, Oleg M\"urk, OpenAI: Ahmed El-Kishky, Rhythm Garg, Rui Shu, Szymon Sidor, Vineet Kosaraju, Wenda Zhou

arxiv:2502.06807 v2 · 2025-02-03 · cs.LG · cs.AI · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{HF766WXI4SWT5V5JMPLY2KCMQB}

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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

27 papers in Pith

Forecasting Future Behavior as a Learning Task

The Periodic Table of LLM Reasoning: A Structured Survey of Reasoning Paradigms, Methods, and Failure Modes

Faster Synchronous On-Policy RL via Straggler-Aware Group Sizing

Accelerating Long-Tail Generation in Synchronous RLHF Training via Adaptive Tensor Parallelism

CP-Agent: A Calibrated Risk-Controlled Agent for Feedback-Driven Competitive Programming

Receipt and verification

First computed	2026-07-05T10:16:41.627006Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

397fef5ae8e4ad3ed7a963d78d284c8051967a3b4ea47debe7df268632420b17

Aliases

arxiv: 2502.06807 · arxiv_version: 2502.06807v2 · doi: 10.48550/arxiv.2502.06807 · pith_short_12: HF766WXI4SWT · pith_short_16: HF766WXI4SWT5V5J · pith_short_8: HF766WXI

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/HF766WXI4SWT5V5JMPLY2KCMQB \
  | 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: 397fef5ae8e4ad3ed7a963d78d284c8051967a3b4ea47debe7df268632420b17

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b3fd38117f543f3aa06fd70a3536554fe2f5a75d16445e3e295e37b54cafa682",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-03T23:00:15Z",
    "title_canon_sha256": "6d72677e41d6dc2445f35068213bc13d5efcc92b899cff7732402ab6a2f01059"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.06807",
    "kind": "arxiv",
    "version": 2
  }
}