Pith Number

pith:OSEMS3TZ

pith:2025:OSEMS3TZORLVJLMGUZRHSCNFI2

not attested not anchored not stored refs pending

Optimizing LLM Inference: Fluid-Guided Online Scheduling with Memory Constraints

David Simchi-Levi, Gan Luo, Ruicheng Ao, Xinshang Wang

arxiv:2504.11320 v3 · 2025-04-15 · cs.LG · cs.AI · cs.DC · math.OC · stat.ML

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\usepackage{pith}
\pithnumber{OSEMS3TZORLVJLMGUZRHSCNFI2}

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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

6 papers in Pith

SuperInfer: SLO-Aware Rotary Scheduling and Memory Management for LLM Inference on Superchips

Tackling the Data-Parallel Load Balancing Bottleneck in LLM Serving: Practical Online Routing at Scale

A Queueing-Theoretic Framework for Stability Analysis of LLM Inference with KV Cache Memory Constraints

Position: LLM Serving Needs Mathematical Optimization and Algorithmic Foundations, Not Just Heuristics

Flow-Controlled Scheduling for LLM Inference with Provable Stability Guarantees

Receipt and verification

First computed	2026-05-20T00:00:19.287871Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7488c96e79745754ad86a6627909a54683e1c9492d29204fd8335593f731fcab

Aliases

arxiv: 2504.11320 · arxiv_version: 2504.11320v3 · doi: 10.48550/arxiv.2504.11320 · pith_short_12: OSEMS3TZORLV · pith_short_16: OSEMS3TZORLVJLMG · pith_short_8: OSEMS3TZ

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/OSEMS3TZORLVJLMGUZRHSCNFI2 \
  | 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: 7488c96e79745754ad86a6627909a54683e1c9492d29204fd8335593f731fcab

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b0ac48d841165a30158effd629097aa7befbb1cce0b24754c4d8b1287306514f",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.DC",
      "math.OC",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-04-15T16:00:21Z",
    "title_canon_sha256": "d9595304d1dda16053f3ee96a4ab3a401fc28fc848c753d9819b5d0626132ef1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.11320",
    "kind": "arxiv",
    "version": 3
  }
}