Pith Number

pith:AVZ2A7VL

pith:2024:AVZ2A7VLO2ZUKTZZGRPXHVVS74

not attested not anchored not stored refs pending

An Efficient Continuous Control Perspective for Reinforcement-Learning-based Sequential Recommendation

Jun Wang, Likang Wu, Qi Liu, Yu Yang

arxiv:2408.08047 v1 · 2024-08-15 · cs.LG · cs.IR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{AVZ2A7VLO2ZUKTZZGRPXHVVS74}

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	2026-07-05T08:55:43.716624Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0573a07eab76b3454f39345f73d6b2ff2ce5ae0f4e24ff7d9d517774462d4124

Aliases

arxiv: 2408.08047 · arxiv_version: 2408.08047v1 · doi: 10.48550/arxiv.2408.08047 · pith_short_12: AVZ2A7VLO2ZU · pith_short_16: AVZ2A7VLO2ZUKTZZ · pith_short_8: AVZ2A7VL

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/AVZ2A7VLO2ZUKTZZGRPXHVVS74 \
  | 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: 0573a07eab76b3454f39345f73d6b2ff2ce5ae0f4e24ff7d9d517774462d4124

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3b62e042db5111af82ab7538d1f1e243658707dd4f9c6bb7352e3ea2ec49ce0e",
    "cross_cats_sorted": [
      "cs.IR"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-08-15T09:26:26Z",
    "title_canon_sha256": "23502cadeba19e0eb7d49bfee9e61f2df638b0260323038d75b67c493571f6fd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2408.08047",
    "kind": "arxiv",
    "version": 1
  }
}