Pith Number

pith:EF3YWF7V

pith:2024:EF3YWF7VLDRLDEPCZJ7HWY5J4J

not attested not anchored not stored refs pending

Latent Reward: LLM-Empowered Credit Assignment in Episodic Reinforcement Learning

Boyuan Wang, Chang Liu, Cheems Wang, Xiangyang Ji, Yixiu Mao, Yuhang Jiang, Yun Qu

arxiv:2412.11120 v2 · 2024-12-15 · 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{EF3YWF7VLDRLDEPCZJ7HWY5J4J}

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	2026-07-05T09:59:01.686532Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

21778b17f558e2b191e2ca7e7b63a9e2416b89a68bd60d7cd28f18166adc36d3

Aliases

arxiv: 2412.11120 · arxiv_version: 2412.11120v2 · doi: 10.48550/arxiv.2412.11120 · pith_short_12: EF3YWF7VLDRL · pith_short_16: EF3YWF7VLDRLDEPC · pith_short_8: EF3YWF7V

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/EF3YWF7VLDRLDEPCZJ7HWY5J4J \
  | 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: 21778b17f558e2b191e2ca7e7b63a9e2416b89a68bd60d7cd28f18166adc36d3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "52400f9c83abe0a85b2bbed2a93140f5a7f49957b0b38f0b1f84de9ecc600c7d",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-15T08:51:14Z",
    "title_canon_sha256": "6313e2595a5f3c188e919906efd4ce2eec10a7114ad8d139aae52ce03fddb69b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.11120",
    "kind": "arxiv",
    "version": 2
  }
}