Pith Number

pith:DQNHWRUV

pith:2024:DQNHWRUVSCSM4U5XEVZNTUPUJE

not attested not anchored not stored refs pending

Towards Greener LLMs: Bringing Energy-Efficiency to the Forefront of LLM Inference

Chaojie Zhang, Esha Choukse, Inigo Goiri, Josep Torrellas, Jovan Stojkovic

arxiv:2403.20306 v1 · 2024-03-29 · cs.AI · cs.AR · cs.DC

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\usepackage{pith}
\pithnumber{DQNHWRUVSCSM4U5XEVZNTUPUJE}

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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

8 papers in Pith

EnerInfer: Energy-Aware On-Device LLM Inference

Experimentation for Different Scheduling Policies on Queues: Mixed Differences-in-Q Estimators Based on Little's Law

Green Prompting: Characterizing Prompt-driven Energy Costs of LLM Inference

SweetSpot: An Analytical Model for Predicting Energy Efficiency of LLM Inference

Pimp My LLM: Leveraging Variability Modeling to Tune Inference Hyperparameters

Receipt and verification

First computed	2026-07-05T08:02:17.387155Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1c1a7b469590a4ce53b72572d9d1f4490de6d3599e7d74aa39ab3d0e491686bb

Aliases

arxiv: 2403.20306 · arxiv_version: 2403.20306v1 · doi: 10.48550/arxiv.2403.20306 · pith_short_12: DQNHWRUVSCSM · pith_short_16: DQNHWRUVSCSM4U5X · pith_short_8: DQNHWRUV

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/DQNHWRUVSCSM4U5XEVZNTUPUJE \
  | 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: 1c1a7b469590a4ce53b72572d9d1f4490de6d3599e7d74aa39ab3d0e491686bb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a7e28ade39d9a9cef6270a3178283989e3c3946833b525590b9be6c7e08a1eb7",
    "cross_cats_sorted": [
      "cs.AR",
      "cs.DC"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-03-29T17:22:48Z",
    "title_canon_sha256": "4e56a7c212eceb658fb16eff91a241fb6f30b88963d0e498e513cd09f6f05088"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.20306",
    "kind": "arxiv",
    "version": 1
  }
}