Pith Number

pith:L7NP45PX

pith:2024:L7NP45PXTMBSV5ILBPN55GRTKT

not attested not anchored not stored refs pending

Re2LLM: Reflective Reinforcement Large Language Model for Session-based Recommendation

Haoyan Chua, Jie Zhang, Kaidong Feng, Wenya Wang, Yingpeng Du, Zhu Sun, Ziyan Wang

arxiv:2403.16427 v4 · 2024-03-25 · cs.AI

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\usepackage{pith}
\pithnumber{L7NP45PXTMBSV5ILBPN55GRTKT}

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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.

Cited by

1 paper in Pith

Integrating LLM-Derived Multi-Semantic Intent into Graph Model for Session-based Recommendation

Receipt and verification

First computed	2026-07-05T08:09:49.404361Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5fdafe75f79b032af50b0bdbde9a3354f07fa1933c52142365d36ecc6566a817

Aliases

arxiv: 2403.16427 · arxiv_version: 2403.16427v4 · doi: 10.48550/arxiv.2403.16427 · pith_short_12: L7NP45PXTMBS · pith_short_16: L7NP45PXTMBSV5IL · pith_short_8: L7NP45PX

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/L7NP45PXTMBSV5ILBPN55GRTKT \
  | 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: 5fdafe75f79b032af50b0bdbde9a3354f07fa1933c52142365d36ecc6566a817

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "303874ec9dd1c32bf55a99b782dfdde8066e6fec116c023675cf2e38ae36b09d",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-03-25T05:12:18Z",
    "title_canon_sha256": "0ab9bf302ce7f00e7b3c08a423a862184e6801492ae88b7a4ea4b43dcf8bc756"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.16427",
    "kind": "arxiv",
    "version": 4
  }
}