Pith Number

pith:WED7MUTH

pith:2026:WED7MUTHUDSYV6TWDILTJCVYJD

not attested not anchored not stored refs pending

Exploiting Verification-Generation Gap: Test-Time Reinforcement Learning with Confidence-Conditioned Verification

Dan Li, Jiahui Li, Jianfeng Shan, Jian Lou, See-kiong Ng, Shunyu Wu, Wenjie Feng, Wenpei Chen

arxiv:2606.03608 v1 · 2026-06-02 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{WED7MUTHUDSYV6TWDILTJCVYJD}

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	2026-06-03T01:06:02.255721Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b107f65267a0e58afa761a17348ab848e2364290295803ce0c855afd5ab602be

Aliases

arxiv: 2606.03608 · arxiv_version: 2606.03608v1 · doi: 10.48550/arxiv.2606.03608 · pith_short_12: WED7MUTHUDSY · pith_short_16: WED7MUTHUDSYV6TW · pith_short_8: WED7MUTH

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/WED7MUTHUDSYV6TWDILTJCVYJD \
  | 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: b107f65267a0e58afa761a17348ab848e2364290295803ce0c855afd5ab602be

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "47078ade56c60de162c8d6b3f518e18665420a3beef43de01f656ef117e8757a",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-06-02T13:11:09Z",
    "title_canon_sha256": "7349ce5e641e917240f8e83664094e2a33b48019268787aa533b66eb6818de43"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.03608",
    "kind": "arxiv",
    "version": 1
  }
}