Pith Number

pith:NBLK7JBK

pith:2026:NBLK7JBKUY5MFBNSO6Q27PE6LO

not attested not anchored not stored refs pending

MARS: Margin-Adversarial Risk-controlled Stopping for Parallel LLM Test-time Scaling

Mengyang Liu, Puheng Li, Tianpei Xie, Weijie Su, Wenbo Chen

arxiv:2606.12935 v1 · 2026-06-11 · 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{NBLK7JBKUY5MFBNSO6Q27PE6LO}

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	2026-06-12T01:09:34.910034Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6856afa42aa63ac285b277a1afbc9e5b9434a32fa1bbed9c7d44d40aba84765c

Aliases

arxiv: 2606.12935 · arxiv_version: 2606.12935v1 · doi: 10.48550/arxiv.2606.12935 · pith_short_12: NBLK7JBKUY5M · pith_short_16: NBLK7JBKUY5MFBNS · pith_short_8: NBLK7JBK

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/NBLK7JBKUY5MFBNSO6Q27PE6LO \
  | 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: 6856afa42aa63ac285b277a1afbc9e5b9434a32fa1bbed9c7d44d40aba84765c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a35a7c0c0f47f551ef68d66440d0a13c463ea572de94ebbf33c8465d9003a437",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2026-06-11T05:56:42Z",
    "title_canon_sha256": "722b3fef09c3970cc22123a6c41cd98f8c7371bce1a9e71d47366801e21a30c9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.12935",
    "kind": "arxiv",
    "version": 1
  }
}