Pith Number

pith:VEERUTWC

pith:2026:VEERUTWCA4Z4K33VLCDB7NY7GY

not attested not anchored not stored refs pending

Beyond Scalar Rewards by Internalizing Reasoning into Score Distributions

Aiming Hao, Chunle Guo, Dengyang Jiang, Huanqia Cai, Ming-Ming Cheng, Peng Gao, Steven C.H. Hoi, Xin Jin, Yuming Jiang, Zechao Zhan, Zhen Li

arxiv:2606.09076 v1 · 2026-06-08 · cs.CV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{VEERUTWCA4Z4K33VLCDB7NY7GY}

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	2026-06-09T02:07:57.430141Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a9091a4ec20733c56f7558861fb71f3616f5cf6eed5971110b4f3e03e9454985

Aliases

arxiv: 2606.09076 · arxiv_version: 2606.09076v1 · doi: 10.48550/arxiv.2606.09076 · pith_short_12: VEERUTWCA4Z4 · pith_short_16: VEERUTWCA4Z4K33V · pith_short_8: VEERUTWC

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/VEERUTWCA4Z4K33VLCDB7NY7GY \
  | 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: a9091a4ec20733c56f7558861fb71f3616f5cf6eed5971110b4f3e03e9454985

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ae069c5195611386489e63ec3cc7c1d6a488bb43e532a832085b9f8ec2d65096",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2026-06-08T06:20:12Z",
    "title_canon_sha256": "8eaf36d6d83bc2ddf08aad683416a674fdfe3056f055c1eaac2db05dda3d807b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.09076",
    "kind": "arxiv",
    "version": 1
  }
}