Pith Number

pith:SLGXXKGE

pith:2026:SLGXXKGEGKQKUMTPF6GO6MYSEQ

not attested not anchored not stored refs pending

Optimizing What Policies Learn From: Recoverability-aware Rollout Intervention Learning

Hong Wang, James Feng, Jie Yuan, Manqing Mao, Nikki Lijing Kuang, Samson Koelle, Wei Niu, Yanfang Ye, Yanjun Lin, Zheyuan Zhang, Zhuoer Wang

arxiv:2608.05080 v1 · 2026-08-05 · cs.LG · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{SLGXXKGEGKQKUMTPF6GO6MYSEQ}

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	2026-08-06T01:49:00.095367Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

92cd7ba8c432a0aa326f2f8cef3312243056b914ec9f3aa69630444a427dfced

Aliases

arxiv: 2608.05080 · arxiv_version: 2608.05080v1 · doi: 10.48550/arxiv.2608.05080 · pith_short_12: SLGXXKGEGKQK · pith_short_16: SLGXXKGEGKQKUMTP · pith_short_8: SLGXXKGE

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/SLGXXKGEGKQKUMTPF6GO6MYSEQ \
  | 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: 92cd7ba8c432a0aa326f2f8cef3312243056b914ec9f3aa69630444a427dfced

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "49e490a8a62f9e6c213977ceaaed056a325595211935bd3c8b521f730c0a4ee2",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-08-05T17:22:02Z",
    "title_canon_sha256": "7f0201203880cb19e44dab15879ff721bace1be4d3987d49014a9b102f9bf372"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2608.05080",
    "kind": "arxiv",
    "version": 1
  }
}