Pith Number

pith:KZNE6XWT

pith:2024:KZNE6XWTYV7DGEY7EFH335G4SW

not attested not anchored not stored refs pending

How Can LLM Guide RL? A Value-Based Approach

Hongxia Yang, Jianbo Yuan, Shenao Zhang, Shuqi Ke, Sirui Zheng, Wanxin Jin, Yingxiang Yang, Zhaoran Wang, Zhihan Liu

arxiv:2402.16181 v1 · 2024-02-25 · 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{KZNE6XWTYV7DGEY7EFH335G4SW}

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	2026-07-05T07:49:03.557415Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

565a4f5ed3c57e33131f214fbdf4dc9582ebc3a3fdec645c602028957e6fe41b

Aliases

arxiv: 2402.16181 · arxiv_version: 2402.16181v1 · doi: 10.48550/arxiv.2402.16181 · pith_short_12: KZNE6XWTYV7D · pith_short_16: KZNE6XWTYV7DGEY7 · pith_short_8: KZNE6XWT

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/KZNE6XWTYV7DGEY7EFH335G4SW \
  | 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: 565a4f5ed3c57e33131f214fbdf4dc9582ebc3a3fdec645c602028957e6fe41b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0152d4fce988298dbcf4651031de9c92feb6de285c83d3af3ecf445cc0a06847",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-25T20:07:13Z",
    "title_canon_sha256": "e0517cafa3d473cdb93e2abc846b2229ce03ed478e6a10a15e2ae404f02bf18a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.16181",
    "kind": "arxiv",
    "version": 1
  }
}