Pith Number

pith:MFS6ILLF

pith:2025:MFS6ILLFYLHVSGJW3PZYIOVBHP

not attested not anchored not stored refs pending

AdaServe: Accelerating Multi-SLO LLM Serving with SLO-Customized Speculative Decoding

April Yang, Gabriele Oliaro, Qinghan Chen, Remi Delacourt, Sean Lai, Shuhuai Lin, Xinhao Cheng, Xupeng Miao, Zeyu Wang, Zhihao Jia, Zhihao Zhang, Zhuofu Chen, Zhuoming Chen, Zikun Li

arxiv:2501.12162 v2 · 2025-01-21 · cs.CL · cs.AI · cs.DC · cs.LG

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{MFS6ILLFYLHVSGJW3PZYIOVBHP}

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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

7 papers in Pith

Optimus: Elastic Decoding for Efficient Diffusion LLM Serving

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

From Human Memory to AI Memory: A Survey on Memory Mechanisms in the Era of LLMs

Coral: Cost-Efficient Multi-LLM Serving over Heterogeneous Cloud GPUs

Regulating Branch Parallelism in LLM Serving

Receipt and verification

First computed	2026-07-05T11:04:44.262168Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6165e42d65c2cf591936dbf3843aa13bee740e9f2c3198c7962868e1827a32e1

Aliases

arxiv: 2501.12162 · arxiv_version: 2501.12162v2 · doi: 10.48550/arxiv.2501.12162 · pith_short_12: MFS6ILLFYLHV · pith_short_16: MFS6ILLFYLHVSGJW · pith_short_8: MFS6ILLF

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/MFS6ILLFYLHVSGJW3PZYIOVBHP \
  | 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: 6165e42d65c2cf591936dbf3843aa13bee740e9f2c3198c7962868e1827a32e1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "63cf6b5746996c92899466160db5a05b9e396207e84088349652761b42b5d9a4",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.DC",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-01-21T14:15:01Z",
    "title_canon_sha256": "b06c96127cc9c4ee6ab88398a346a145e29917cdb2ff67fbd6e65d921f50505b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.12162",
    "kind": "arxiv",
    "version": 2
  }
}