Pith Number

pith:YWBKCDXF

pith:2026:YWBKCDXFDLOMJUSKPO4ZSOMGDD

not attested not anchored not stored refs pending

CVPO: Enhancing LLM Reinforcement Learning Reasoning via Value-Variance Adaptation and Dynamic Curriculum Learning

Bo Pang, Hangfei Xu, Panpan Li, Shengzhao Wen, Shiyong Li, Yalu Ouyang, Yanpeng Wang, Ziqi Jia

arxiv:2608.03068 v1 · 2026-08-04 · cs.CL · cs.AI · 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{YWBKCDXFDLOMJUSKPO4ZSOMGDD}

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	2026-08-05T00:45:05.877639Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c582a10ee51adcc4d24a7bb999398618c5bde3ba0d4538119158408657946d5e

Aliases

arxiv: 2608.03068 · arxiv_version: 2608.03068v1 · doi: 10.48550/arxiv.2608.03068 · pith_short_12: YWBKCDXFDLOM · pith_short_16: YWBKCDXFDLOMJUSK · pith_short_8: YWBKCDXF

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/YWBKCDXFDLOMJUSKPO4ZSOMGDD \
  | 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: c582a10ee51adcc4d24a7bb999398618c5bde3ba0d4538119158408657946d5e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "656d2f5d3beab42ce84a39b6c10ad31634d33b10075b2704af5e62ab9fa6c753",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2026-08-04T03:30:59Z",
    "title_canon_sha256": "22c6711b9691e768c9cc82dda07cd6e08032444ec7678ece5c12f4f0525fc052"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2608.03068",
    "kind": "arxiv",
    "version": 1
  }
}