Pith Number

pith:AO6X2YC4

pith:2024:AO6X2YC4ZRATM34XH425RR3IU2

not attested not anchored not stored refs pending

M\'elange: Cost Efficient Large Language Model Serving by Exploiting GPU Heterogeneity

Alvin Cheung, Doyoung Kim, Ion Stoica, Jiaxiang Yu, Tyler Griggs, Wei-Lin Chiang, Xiaoxuan Liu

arxiv:2404.14527 v4 · 2024-04-22 · 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{AO6X2YC4ZRATM34XH425RR3IU2}

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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

10 papers in Pith

Beyond Per-Token Pricing: A Concurrency-Aware Methodology for LLM Infrastructure Cost Estimation

Observation, Not Prediction: Conversation-Level Disaggregated Scheduling for Agentic Serving

Idleness is Relative: Exploiting Tool-Call Idle Windows for Offloading in Agentic Systems with MORI

Specialize Roles, Mix Deployments: Pushing the Cost-Accuracy Frontier of LLM Agent Teams

C2CServe: Leveraging NVLink-C2C for Elastic Serverless LLM Serving on MIG

Receipt and verification

First computed	2026-07-05T08:46:54.676994Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

03bd7d605ccc41366f973f35d8c768a68e21c646ab6febb901b6d45422bcca80

Aliases

arxiv: 2404.14527 · arxiv_version: 2404.14527v4 · doi: 10.48550/arxiv.2404.14527 · pith_short_12: AO6X2YC4ZRAT · pith_short_16: AO6X2YC4ZRATM34X · pith_short_8: AO6X2YC4

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/AO6X2YC4ZRATM34XH425RR3IU2 \
  | 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: 03bd7d605ccc41366f973f35d8c768a68e21c646ab6febb901b6d45422bcca80

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ac92c1dc844b6d537646902c4f3e067516d3ae0b9a1ad457df2394b927449620",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.DC",
    "submitted_at": "2024-04-22T18:56:18Z",
    "title_canon_sha256": "ab36325166569bef72eab1cb336afea03b0a40df302d0ed314a243d6c86ff60e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.14527",
    "kind": "arxiv",
    "version": 4
  }
}