Pith Number

pith:2JLTHYKD

pith:2025:2JLTHYKDJIYCAF34KFMHT244XY

not attested not anchored not stored refs pending

e3: Learning to Explore Enables Extrapolation of Test-Time Compute for LLMs

Amrith Setlur, Aviral Kumar, Charlie Snell, Ian Wu, Jeremy Greer, Matthew Y. R. Yang, Max Simchowitz, Virginia Smith

arxiv:2506.09026 v2 · 2025-06-10 · cs.LG · 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{2JLTHYKDJIYCAF34KFMHT244XY}

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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

7 papers in Pith

OrderGrad: Optimizing Beyond the Mean with Order-Statistic Policy Gradient Estimation

On Advantage Estimates for Max@K Policy Gradients

OGPO: Sample Efficient Full-Finetuning of Generative Control Policies

Training Reasoning Models on Saturated Problems via Failure-Prefix Conditioning

What Does Flow Matching Bring To TD Learning?

Receipt and verification

First computed	2026-07-05T11:20:56.447045Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d25733e1434a3020177c515879eb9cbe348307b389bed5d79765572fe0cf8f99

Aliases

arxiv: 2506.09026 · arxiv_version: 2506.09026v2 · doi: 10.48550/arxiv.2506.09026 · pith_short_12: 2JLTHYKDJIYC · pith_short_16: 2JLTHYKDJIYCAF34 · pith_short_8: 2JLTHYKD

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/2JLTHYKDJIYCAF34KFMHT244XY \
  | 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: d25733e1434a3020177c515879eb9cbe348307b389bed5d79765572fe0cf8f99

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "97d0810375bcf87d39326be6f6b6015e772d131daa96798130b962e08ee5b62a",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-06-10T17:52:42Z",
    "title_canon_sha256": "6a2ab98c24a0dcb28732f4de062978a6b193957834788d88ac217a18610cc29c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.09026",
    "kind": "arxiv",
    "version": 2
  }
}