Pith Number

pith:75CFN56V

pith:2025:75CFN56VKNNFRHQW7MUCIDYYTA

not attested not anchored not stored refs pending

Hybrid Sequence Modeling and Reinforced Verification for Controllable Target-Conditioned Decision Making

Chao Gao, Haogang Zhu, Hao Sheng, Hongming Zhang, Liang Lin, Martin M\"uller, Mengxiao Zhu, Yingying Zhang, Yue Pei, Ziliang Chen

arxiv:2508.16420 v3 · 2025-08-22 · 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{75CFN56VKNNFRHQW7MUCIDYYTA}

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	2026-06-24T01:14:58.113350Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ff4456f7d5535a589e16fb28240f189834e6189f1d7117c70495d132f83746a6

Aliases

arxiv: 2508.16420 · arxiv_version: 2508.16420v3 · doi: 10.48550/arxiv.2508.16420 · pith_short_12: 75CFN56VKNNF · pith_short_16: 75CFN56VKNNFRHQW · pith_short_8: 75CFN56V

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/75CFN56VKNNFRHQW7MUCIDYYTA \
  | 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: ff4456f7d5535a589e16fb28240f189834e6189f1d7117c70495d132f83746a6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8e07a7d3a127db444fd8ec2043f278483dca7bf5f8adc4e338e705880fe555b7",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-08-22T14:30:53Z",
    "title_canon_sha256": "8673f9c0fefa351ccf45f27accbb1d2a771f917f8a191c1d7db75a9e7e08c612"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.16420",
    "kind": "arxiv",
    "version": 3
  }
}