Pith Number

pith:HXZVNGVN

pith:2025:HXZVNGVNANN5K7Y7ES2MGXQKAY

not attested not anchored not stored refs pending

Optimizing LLM Inference Throughput via Memory-aware and SLA-constrained Dynamic Batching

Bowen Pang, Feifan Wang, Kai Li

arxiv:2503.05248 v1 · 2025-03-07 · cs.DC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{HXZVNGVNANN5K7Y7ES2MGXQKAY}

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

2 papers in Pith

Geometry-Aware Online Scheduling for LLM Serving: From Theoretical Bound to System Practice

Requests of a Feather Must Flock Together: Batch Size vs. Prefix Homogeneity in LLM Inference

Receipt and verification

First computed	2026-07-05T10:26:24.891883Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3df3569aad035bd57f1f24b4c35e0a06248583f7e6ebd49991ae6ee9bbe1d27c

Aliases

arxiv: 2503.05248 · arxiv_version: 2503.05248v1 · doi: 10.48550/arxiv.2503.05248 · pith_short_12: HXZVNGVNANN5 · pith_short_16: HXZVNGVNANN5K7Y7 · pith_short_8: HXZVNGVN

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/HXZVNGVNANN5K7Y7ES2MGXQKAY \
  | 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: 3df3569aad035bd57f1f24b4c35e0a06248583f7e6ebd49991ae6ee9bbe1d27c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1540861508c9f3dbce0ee6957d88d0a3b9039791f11720a1ade5e2fb697a8044",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.DC",
    "submitted_at": "2025-03-07T09:02:21Z",
    "title_canon_sha256": "d08230d8a316973fa6d9ba5e4a7e79460b43358ae6c1855efacc2f210d17395c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.05248",
    "kind": "arxiv",
    "version": 1
  }
}