Pith Number

pith:HOWEAL6G

pith:2025:HOWEAL6G22V6W2T5Y4MT6ILHUV

not attested not anchored not stored refs pending

Large Language Model-Enhanced Reinforcement Learning for Diverse and Novel Recommendations

Alireza Bagheri Garakani, Jiin Woo, Tianchen Zhou, Yan Gao, Zhishen Huang

arxiv:2507.21274 v1 · 2025-07-28 · 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{HOWEAL6G22V6W2T5Y4MT6ILHUV}

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	2026-07-05T11:44:56.076009Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3bac402fc6d6abeb6a7dc7193f2167a54569bb0c653e0db5030fd21ae8fb0fb0

Aliases

arxiv: 2507.21274 · arxiv_version: 2507.21274v1 · doi: 10.48550/arxiv.2507.21274 · pith_short_12: HOWEAL6G22V6 · pith_short_16: HOWEAL6G22V6W2T5 · pith_short_8: HOWEAL6G

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/HOWEAL6G22V6W2T5Y4MT6ILHUV \
  | 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: 3bac402fc6d6abeb6a7dc7193f2167a54569bb0c653e0db5030fd21ae8fb0fb0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f4826dc6a8d81ea9e9d5bf05aa6350b67e9bd82696cd8d7690106c1bcba51341",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-07-28T19:00:40Z",
    "title_canon_sha256": "e1b1fee4f7147dfba34641d55c976d4f59a667211f96b209acff134efea88d1f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.21274",
    "kind": "arxiv",
    "version": 1
  }
}