Pith Number

pith:T55S2OBV

pith:2025:T55S2OBV2CXR532XZTASXSBWDM

not attested not anchored not stored refs pending

Sustainable LLM Inference for Edge AI: Evaluating Quantized LLMs for Energy Efficiency, Output Accuracy, and Inference Latency

Ahmet Soylu, Andre K{\aa}sen, Arda Goknil, Benedikt Andreas Mithassel, Erik Johannes Husom, Lwin Khin Shar, Merve Astekin, Sagar Sen

arxiv:2504.03360 v1 · 2025-04-04 · cs.CY · cs.AI · cs.CL · 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{T55S2OBV2CXR532XZTASXSBWDM}

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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

The Illusion of Equivalency: Statistical Characterization of Quantization Effects in LLMs

Does Mixture-of-Experts Actually Help Inference on Consumer and Edge Hardware? An Empirical Study

Online LLM Selection via Constrained Bandits with Time-Varying Demand

Pimp My LLM: Leveraging Variability Modeling to Tune Inference Hyperparameters

Receipt and verification

First computed	2026-07-05T10:44:30.811851Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9f7b2d3835d0af1eef57ccc12bc8361b289bdcc1720405207eb70a81aa850822

Aliases

arxiv: 2504.03360 · arxiv_version: 2504.03360v1 · doi: 10.48550/arxiv.2504.03360 · pith_short_12: T55S2OBV2CXR · pith_short_16: T55S2OBV2CXR532X · pith_short_8: T55S2OBV

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/T55S2OBV2CXR532XZTASXSBWDM \
  | 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: 9f7b2d3835d0af1eef57ccc12bc8361b289bdcc1720405207eb70a81aa850822

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7176d3ed0d50e4d6970611f0761ec6ac604e590a0efd8140f5abc8872cf4bd32",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.CY",
    "submitted_at": "2025-04-04T11:29:30Z",
    "title_canon_sha256": "1884a0a5ec12492d2a0f05e01297c57b715d8a9414f33e15e4a156e70a761e1c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.03360",
    "kind": "arxiv",
    "version": 1
  }
}