Pith Number

pith:555ZMDCK

pith:2024:555ZMDCKNDP7AWZQGDF3MFDNJZ

not attested not anchored not stored refs pending

Efficiency Unleashed: Inference Acceleration for LLM-based Recommender Systems with Speculative Decoding

Bo Chen, Hangyu Wang, Jianghao Lin, Menghui Zhu, Ruiming Tang, Weinan Zhang, Weiwen Liu, Yong Yu, Yunjia Xi, Zhewei Wei

arxiv:2408.05676 v2 · 2024-08-11 · 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{555ZMDCKNDP7AWZQGDF3MFDNJZ}

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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

Modular Representation Compression: Adapting LLMs for Efficient and Effective Recommendations

Receipt and verification

First computed	2026-07-05T10:55:22.757545Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ef7b960c4a68dff05b3030cbb6146d4e570ba6c56d80ed6c07150998eabd7e8b

Aliases

arxiv: 2408.05676 · arxiv_version: 2408.05676v2 · doi: 10.48550/arxiv.2408.05676 · pith_short_12: 555ZMDCKNDP7 · pith_short_16: 555ZMDCKNDP7AWZQ · pith_short_8: 555ZMDCK

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/555ZMDCKNDP7AWZQGDF3MFDNJZ \
  | 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: ef7b960c4a68dff05b3030cbb6146d4e570ba6c56d80ed6c07150998eabd7e8b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f8110739ae8ae50937e8580cf9a1d835f142fb878ca63ab41d3960b30cbc5b7c",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.IR",
    "submitted_at": "2024-08-11T02:31:13Z",
    "title_canon_sha256": "2f29964e3814c39c6b7f58aa03527d7d7739de6bed0c7b758dfe43def39bb89a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2408.05676",
    "kind": "arxiv",
    "version": 2
  }
}