Pith Number

pith:5F2NPSAK

pith:2020:5F2NPSAKQGS67NEU7T7SWQ6RMT

not attested not anchored not stored refs pending

Parameter-Efficient Transfer from Sequential Behaviors for User Modeling and Recommendation

Alexandros Karatzoglou, Fajie Yuan, Liguang Zhang, Xiangnan He

arxiv:2001.04253 v4 · 2020-01-13 · cs.IR · 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{5F2NPSAKQGS67NEU7T7SWQ6RMT}

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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

MIM: Multi-modal Content Interest Modeling Paradigm for User Behavior Modeling

Receipt and verification

First computed	2026-07-05T01:09:02.989785Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e974d7c80a81a5efb494fcff2b43d164dbf1551a4305806a27dc0cea76f5ae71

Aliases

arxiv: 2001.04253 · arxiv_version: 2001.04253v4 · doi: 10.48550/arxiv.2001.04253 · pith_short_12: 5F2NPSAKQGS6 · pith_short_16: 5F2NPSAKQGS67NEU · pith_short_8: 5F2NPSAK

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/5F2NPSAKQGS67NEU7T7SWQ6RMT \
  | 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: e974d7c80a81a5efb494fcff2b43d164dbf1551a4305806a27dc0cea76f5ae71

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fd365c37d5a62743519f05630d5ebb1ed7cbe215832f727218845ef0ef3d2a50",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.IR",
    "submitted_at": "2020-01-13T14:09:54Z",
    "title_canon_sha256": "2dea2e370f69aa16ee98b85c5bcf0fec9fb836523da13cc92ba0eaa4c6ff04d5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2001.04253",
    "kind": "arxiv",
    "version": 4
  }
}