Pith Number

pith:M2PKQ5RJ

pith:2024:M2PKQ5RJGJRPFYYBJ45RN3SQDT

not attested not anchored not stored refs pending

Laser: Parameter-Efficient LLM Bi-Tuning for Sequential Recommendation with Collaborative Information

Dandan Song, Heyan Huang, Linmei Hu, Liqiang Nie, Luhao Zhang, Xinyu Zhang

arxiv:2409.01605 v1 · 2024-09-03 · cs.IR · 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{M2PKQ5RJGJRPFYYBJ45RN3SQDT}

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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

LLM2Rec: Large Language Models Are Powerful Embedding Models for Sequential Recommendation

Receipt and verification

First computed	2026-07-05T09:02:31.437402Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

669ea876293262f2e3014f3b16ee501cf420b7c8c48cce9b6a7384728bba3d0a

Aliases

arxiv: 2409.01605 · arxiv_version: 2409.01605v1 · doi: 10.48550/arxiv.2409.01605 · pith_short_12: M2PKQ5RJGJRP · pith_short_16: M2PKQ5RJGJRPFYYB · pith_short_8: M2PKQ5RJ

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/M2PKQ5RJGJRPFYYBJ45RN3SQDT \
  | 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: 669ea876293262f2e3014f3b16ee501cf420b7c8c48cce9b6a7384728bba3d0a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "dbfd3bbe00f5d62ed69a54a4ea18b8199bbc273550a1ffc5335cba1508c2b9f1",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.IR",
    "submitted_at": "2024-09-03T04:55:03Z",
    "title_canon_sha256": "9496fea9a60e941aa923c01d8d162c892dcc1ba59b54c25cf0bf003c456ecdb7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.01605",
    "kind": "arxiv",
    "version": 1
  }
}