Pith Number

pith:5KWPH7VP

pith:2026:5KWPH7VP4LEBN3JUNKZOZ6KPVI

not attested not anchored not stored refs pending

Multi-channel Uplift Policy Learning

Bo Zheng, Changjian Liu, Chuan Yu, Jian Xu, Jungqi Jin, Tianyu Wang, Wentao Zhu, Xiaoxuan Deng, Yong Gao, Yuwei Xu

arxiv:2607.28182 v1 · 2026-07-30 · 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{5KWPH7VP4LEBN3JUNKZOZ6KPVI}

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	2026-07-31T01:36:24.249007Z
Builder	pith-number-builder-2026-05-17-v1
Signature	unsigned_v0
Schema	pith-number/v1.0

Canonical hash

eaacf3feafe2c816ed346ab2ecf94faa343d5f6e2b352ec170b14ace12b4db72

Aliases

arxiv: 2607.28182 · arxiv_version: 2607.28182v1 · doi: 10.48550/arxiv.2607.28182 · pith_short_12: 5KWPH7VP4LEB · pith_short_16: 5KWPH7VP4LEBN3JU · pith_short_8: 5KWPH7VP

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/5KWPH7VP4LEBN3JUNKZOZ6KPVI \
  | 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: eaacf3feafe2c816ed346ab2ecf94faa343d5f6e2b352ec170b14ace12b4db72

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bd8af108d500369a76d324e5f2a497cfc388a4fb34beae4137f46cc4b9de54e5",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-07-30T13:19:35Z",
    "title_canon_sha256": "9741d5d9e92b20c731f518ea76a072a1864d7856801fba924f70e6831b781a19"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2607.28182",
    "kind": "arxiv",
    "version": 1
  }
}