Pith Number

pith:2GQUXVKB

pith:2025:2GQUXVKBFGA4RCBT7K6YXPZEUK

not attested not anchored not stored refs pending

Scaling Generative Recommendations with Context Parallelism on Hierarchical Sequential Transducers

Chuanhao Zhuge, Han Li, Nikhil Patel, Shen Li, Xiaodong Wang, Xing Liu, Yue Dong

arxiv:2508.04711 v2 · 2025-07-23 · 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{2GQUXVKBFGA4RCBT7K6YXPZEUK}

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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

Gated Bidirectional Linear Attention for Generative Retrieval

Receipt and verification

First computed	2026-07-05T11:54:50.325641Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d1a14bd5412981c88833fabd8bbf24a2b53216a8e5bd0d5baa6433fcf817327f

Aliases

arxiv: 2508.04711 · arxiv_version: 2508.04711v2 · doi: 10.48550/arxiv.2508.04711 · pith_short_12: 2GQUXVKBFGA4 · pith_short_16: 2GQUXVKBFGA4RCBT · pith_short_8: 2GQUXVKB

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/2GQUXVKBFGA4RCBT7K6YXPZEUK \
  | 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: d1a14bd5412981c88833fabd8bbf24a2b53216a8e5bd0d5baa6433fcf817327f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bc52cc01cc720bf374575a121a6a62580c48fa5b36ffeedb8b71832ce74fc2ef",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.IR",
    "submitted_at": "2025-07-23T07:28:05Z",
    "title_canon_sha256": "fc3d38ad9270775c7af2f638ed825b6f9b9827e9d2c6c7150ed90c592113241c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.04711",
    "kind": "arxiv",
    "version": 2
  }
}