Pith Number

pith:MWOIJRFX

pith:2025:MWOIJRFXEU4MZX6EUNANSWFFTK

not attested not anchored not stored refs pending

Sample Complexity and Representation Ability of Test-time Scaling Paradigms

Ameet Talwalkar, Baihe Huang, Jiantao Jiao, Kannan Ramchandran, Michael I. Jordan, Shanda Li, Tianhao Wu, Yiming Yang

arxiv:2506.05295 v2 · 2025-06-05 · cs.LG · cs.AI · 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{MWOIJRFXEU4MZX6EUNANSWFFTK}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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.

Receipt and verification

First computed	2026-07-05T11:20:38.371395Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

659c84c4b72538ccdfc4a340d958a59a81ae776b3a8c5cc61de1ea7ab12c6dc0

Aliases

arxiv: 2506.05295 · arxiv_version: 2506.05295v2 · doi: 10.48550/arxiv.2506.05295 · pith_short_12: MWOIJRFXEU4M · pith_short_16: MWOIJRFXEU4MZX6E · pith_short_8: MWOIJRFX

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/MWOIJRFXEU4MZX6EUNANSWFFTK \
  | 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: 659c84c4b72538ccdfc4a340d958a59a81ae776b3a8c5cc61de1ea7ab12c6dc0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f3d63ee606b2f7fb8e59bbe27d1380f14ae107bee6b49a6c7c02b0a4240d287a",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-06-05T17:48:19Z",
    "title_canon_sha256": "67dd75fc8b746ff6462bef387abc0b156516278b1ef244ec0b67f0dc6dac2e8e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.05295",
    "kind": "arxiv",
    "version": 2
  }
}