Pith Number

pith:DDSM6DIO

pith:2026:DDSM6DIOF275RZZRUJYKXUIWWX

not attested not anchored not stored refs pending

DARTS: Distribution-Aware Active Rollout Trajectory Shaping for Accelerating LLM Reinforcement Learning

Bin Cui, Fangcheng Fu, Longzan Luo, Siwei Chen, Xinyi Liu, Xupeng Miao, Yujie Wang

arxiv:2605.30859 v1 · 2026-05-29 · cs.LG · 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{DDSM6DIOF275RZZRUJYKXUIWWX}

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	2026-06-01T01:03:21.481306Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

18e4cf0d0e2ebfd8e731a270abd116b5ef595b1531bfc3a291dc46bed592b7b3

Aliases

arxiv: 2605.30859 · arxiv_version: 2605.30859v1 · doi: 10.48550/arxiv.2605.30859 · pith_short_12: DDSM6DIOF275 · pith_short_16: DDSM6DIOF275RZZR · pith_short_8: DDSM6DIO

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/DDSM6DIOF275RZZRUJYKXUIWWX \
  | 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: 18e4cf0d0e2ebfd8e731a270abd116b5ef595b1531bfc3a291dc46bed592b7b3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c3b32d1bf6853210a597ed554e100ccf7fbccea7326442fd546dcd483e3bed31",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-05-29T05:31:46Z",
    "title_canon_sha256": "d3f9e84f46f2c11c265a7a375b0a92f4a42e98959d666ebb51f0e184194c615c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2605.30859",
    "kind": "arxiv",
    "version": 1
  }
}