Pith Number

pith:GCASEVD4

pith:2024:GCASEVD4BCR2GUYXEE4RWCNQO5

not attested not anchored not stored refs pending

Large Language Model Inference Acceleration: A Comprehensive Hardware Perspective

Guohao Dai, Hao Zhou, Jiaming Xu, Jiayi Pan, Jinhao Li, Jun Liu, Li Ding, Shan Huang, Wen Li, Yaoxiu Lian, Yonghua Chen, Yu Wang

arxiv:2410.04466 v4 · 2024-10-06 · cs.AR · cs.LG

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\usepackage{pith}
\pithnumber{GCASEVD4BCR2GUYXEE4RWCNQO5}

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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

12 papers in Pith

PuDGhost: Experimental Analysis of Computation Result Corruption in Processing-using-DRAM Operations on Real DRAM Chips and Implications for Future Systems

Black-Box Inference of LLM Architectural Properties with Restrictive API Access

Beyond FLOPs: Benchmarking Real Inference Acceleration of LLM Pruning under a GEMM-Centric Taxonomy

FlashEdit: Decoupling Speed, Structure, and Semantics for Precise Image Editing

The Silent Hyperparameter: Quantifying the Impact of Inference Backends on LLM Reproducibility

Receipt and verification

First computed	2026-07-05T11:20:46.840453Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

308122547c08a3a3531721391b09b07761722e06a64c744e1386eab3ddef2c39

Aliases

arxiv: 2410.04466 · arxiv_version: 2410.04466v4 · doi: 10.48550/arxiv.2410.04466 · pith_short_12: GCASEVD4BCR2 · pith_short_16: GCASEVD4BCR2GUYX · pith_short_8: GCASEVD4

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/GCASEVD4BCR2GUYXEE4RWCNQO5 \
  | 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: 308122547c08a3a3531721391b09b07761722e06a64c744e1386eab3ddef2c39

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a559033a8732e3aa053656927b4db8d465beb818b2d56f45b534672f61749fff",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AR",
    "submitted_at": "2024-10-06T12:42:04Z",
    "title_canon_sha256": "810adfd96f7a4c4b8ddc930ca36d5d8b410a9a85177d000fa84bde452b74558f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.04466",
    "kind": "arxiv",
    "version": 4
  }
}