Pith Number

pith:ZAQL5NQK

pith:2024:ZAQL5NQKMO3PX7JNFSEQKCBQTH

not attested not anchored not stored refs pending

Ensuring Fair LLM Serving Amid Diverse Applications

Ali R. Butt, Anjaly Parayil, Ankur Mallick, Anoop Kulkarni, Chetan Bansal, Haiying Shen, Kunal Jain, Pankhuri Choudhary, Redwan Ibne Seraj Khan, Ren\`ee St. Amant, Rujia Wang, Saravan Rajmohan, Steve Kofsky, Victor R\"uhle, Yue Cheng

arxiv:2411.15997 v1 · 2024-11-24 · cs.LG · cs.AI · cs.DC · cs.MA

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ZAQL5NQKMO3PX7JNFSEQKCBQTH}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

1 paper in Pith

Cloud-native and Distributed Systems for Efficient and Scalable Large Language Models -- A Research Agenda

Receipt and verification

First computed	2026-07-05T09:40:02.180719Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c820beb60a63b6fbfd2d2c8905083099e23c0169690e94d032bbc00732f19f19

Aliases

arxiv: 2411.15997 · arxiv_version: 2411.15997v1 · doi: 10.48550/arxiv.2411.15997 · pith_short_12: ZAQL5NQKMO3P · pith_short_16: ZAQL5NQKMO3PX7JN · pith_short_8: ZAQL5NQK

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/ZAQL5NQKMO3PX7JNFSEQKCBQTH \
  | 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: c820beb60a63b6fbfd2d2c8905083099e23c0169690e94d032bbc00732f19f19

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "93601230cf0ef15eba5a4673f43795dcb14ea88f6421c6d2b8961a208dbdb585",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.DC",
      "cs.MA"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-11-24T22:35:44Z",
    "title_canon_sha256": "98c9c283c29cf0d52c1f276cc562384eccfa644fa8ca1166a1e9a28def36631b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.15997",
    "kind": "arxiv",
    "version": 1
  }
}