Pith Number

pith:WD3VKSRO

pith:2026:WD3VKSROPOZACPQMMQSI2WBOPK

not attested not anchored not stored refs pending

Representation-Aware Advantage Estimation: Your Reward Model Provides More Than A Scalar Output

Guozheng Li, Xiyan Fu, Yiwen Guo

arxiv:2606.10528 v1 · 2026-06-09 · 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{WD3VKSROPOZACPQMMQSI2WBOPK}

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	2026-06-10T01:10:24.422230Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b0f7554a2e7bb2013e0c64248d582e7a90c61ec7568a628da3efb057537c434f

Aliases

arxiv: 2606.10528 · arxiv_version: 2606.10528v1 · doi: 10.48550/arxiv.2606.10528 · pith_short_12: WD3VKSROPOZA · pith_short_16: WD3VKSROPOZACPQM · pith_short_8: WD3VKSRO

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/WD3VKSROPOZACPQMMQSI2WBOPK \
  | 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: b0f7554a2e7bb2013e0c64248d582e7a90c61ec7568a628da3efb057537c434f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5cf04606b0ee0ffa6eed69fbec5c12a155e15c797e549216bc4337d6dad751df",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-06-09T07:57:50Z",
    "title_canon_sha256": "92bd987f5b27dc98227028800b67d20a1016b0392c4124651979ac85a2f2f837"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.10528",
    "kind": "arxiv",
    "version": 1
  }
}