Pith Number

pith:EMBLF33J

pith:2026:EMBLF33J2DQMOBCEPLZ2LHVL2U

not attested not anchored not stored refs pending

DVAO: Dynamic Variance-adaptive Advantage Optimization for Multi-reward Reinforcement Learning

Chuzhan Hao, Guochao Jiang, Guofeng Quan, Guohua Liu, Jingyi Song, Yuewei Zhang

arxiv:2605.25604 v1 · 2026-05-25 · cs.CL · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{EMBLF33J2DQMOBCEPLZ2LHVL2U}

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	2026-05-26T02:04:46.102837Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2302b2ef69d0e0c704447af3a59eabd528ef56afd23e398f107da270857b35c1

Aliases

arxiv: 2605.25604 · arxiv_version: 2605.25604v1 · doi: 10.48550/arxiv.2605.25604 · pith_short_12: EMBLF33J2DQM · pith_short_16: EMBLF33J2DQMOBCE · pith_short_8: EMBLF33J

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/EMBLF33J2DQMOBCEPLZ2LHVL2U \
  | 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: 2302b2ef69d0e0c704447af3a59eabd528ef56afd23e398f107da270857b35c1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e61346bf055a3e243b5ae3d5065f4a01a8d79cafc555bf132896681fe0ffabee",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2026-05-25T08:55:16Z",
    "title_canon_sha256": "f68e9f0dd4ae9d9b7c41f6395a228f2b09967f15c28550c832b4d8b71c4cf039"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2605.25604",
    "kind": "arxiv",
    "version": 1
  }
}