Pith Number

pith:5A3POPVV

pith:2025:5A3POPVVLCUH2QNFADNV6AECNL

not attested not anchored not stored refs pending

Sequential Data Augmentation for Generative Recommendation

Bhuvesh Kumar, Clark Mingxuan Ju, Geon Lee, Kijung Shin, Liam Collins, Neil Shah, Tong Zhao

arxiv:2509.13648 v3 · 2025-09-17 · 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{5A3POPVVLCUH2QNFADNV6AECNL}

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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

Pay Attention to Sequence Split: Uncovering the Impacts of Sub-Sequence Splitting on Sequential Recommendation Models

Receipt and verification

First computed	2026-05-21T01:04:16.815957Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e836f73eb558a87d41a500db5f00826af8d86087debba4386bc443135101d46c

Aliases

arxiv: 2509.13648 · arxiv_version: 2509.13648v3 · doi: 10.48550/arxiv.2509.13648 · pith_short_12: 5A3POPVVLCUH · pith_short_16: 5A3POPVVLCUH2QNF · pith_short_8: 5A3POPVV

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/5A3POPVVLCUH2QNFADNV6AECNL \
  | 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: e836f73eb558a87d41a500db5f00826af8d86087debba4386bc443135101d46c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bedac47be3397ee7e617adf978ef9fbf4b719cd78d186b256921f75c1c358386",
    "cross_cats_sorted": [
      "cs.IR"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-09-17T02:53:25Z",
    "title_canon_sha256": "113eb54731721c8b8ae65eec74a20887e7059ae5f2b0e83dee486389ba191920"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2509.13648",
    "kind": "arxiv",
    "version": 3
  }
}