Pith Number

pith:43PORBZD

pith:2024:43PORBZDIKKSIQLZQA6HVSOI4M

not attested not anchored not stored refs pending

Breaking Determinism: Fuzzy Modeling of Sequential Recommendation Using Discrete State Space Diffusion Model

Defu Lian, Enhong Chen, Hao Wang, Luankang Zhang, Rui Zhou, Wenjia Xie

arxiv:2410.23994 v2 · 2024-10-31 · cs.LG

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{43PORBZDIKKSIQLZQA6HVSOI4M}

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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

FuXi-$\alpha$: Scaling Recommendation Model with Feature Interaction Enhanced Transformer

Receipt and verification

First computed	2026-07-05T09:29:35.933973Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e6dee887234295244179803c7ac9c8e336635c9e263b82db2a09c9fb52374f24

Aliases

arxiv: 2410.23994 · arxiv_version: 2410.23994v2 · doi: 10.48550/arxiv.2410.23994 · pith_short_12: 43PORBZDIKKS · pith_short_16: 43PORBZDIKKSIQLZ · pith_short_8: 43PORBZD

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/43PORBZDIKKSIQLZQA6HVSOI4M \
  | 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: e6dee887234295244179803c7ac9c8e336635c9e263b82db2a09c9fb52374f24

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "248a77c3397ad8364ba4836fa184893f73ab1bd7dd291f26e6e993d1200ddc8c",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-31T14:52:01Z",
    "title_canon_sha256": "f8bc4bbecb658f67f89fb72653521996a913d94d35a112810280a49001f824e6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.23994",
    "kind": "arxiv",
    "version": 2
  }
}