Pith Number

pith:XSETP5XA

pith:2023:XSETP5XAKRWUIWDPVARNIG65KJ

not attested not anchored not stored refs pending

A Hardware Evaluation Framework for Large Language Model Inference

August Ning, David Wentzlaff, Hengrui Zhang, Rohan Prabhakar

arxiv:2312.03134 v1 · 2023-12-05 · cs.AR · cs.DC · 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{XSETP5XAKRWUIWDPVARNIG65KJ}

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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

5 papers in Pith

Think Before You Grid-Search: Floor-First Triage for LLM Serving

MIST: A Co-Design Framework for Heterogeneous, Multi-Stage LLM Inference

Sim-FA: A GPGPU Simulator Framework for Fine-Grained Asynchronous Pipeline Analysis

MemExplorer: Navigating the Heterogeneous Memory Design Space for Agentic Inference NPUs

Receipt and verification

First computed	2026-07-05T07:20:58.950733Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bc8937f6e0546d44586fa822d41bdd525dd2feb6ee4ce7f1645800cd7fcdac4e

Aliases

arxiv: 2312.03134 · arxiv_version: 2312.03134v1 · doi: 10.48550/arxiv.2312.03134 · pith_short_12: XSETP5XAKRWU · pith_short_16: XSETP5XAKRWUIWDP · pith_short_8: XSETP5XA

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/XSETP5XAKRWUIWDPVARNIG65KJ \
  | 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: bc8937f6e0546d44586fa822d41bdd525dd2feb6ee4ce7f1645800cd7fcdac4e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cd67350c29a741ea8a46f7aa13fb783abd9ba0ad1e95202b66fdcdb07db1d5fe",
    "cross_cats_sorted": [
      "cs.DC",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AR",
    "submitted_at": "2023-12-05T21:01:33Z",
    "title_canon_sha256": "53be887290a16ffaa383f6a448734d0295ec6d677353c4e539f9f7f41d27990f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.03134",
    "kind": "arxiv",
    "version": 1
  }
}