Pith Number

pith:QJMCFTKW

pith:2024:QJMCFTKW6AR3LGHNTMMVZFETDP

not attested not anchored not stored refs pending

HAFLQ: Heterogeneous Adaptive Federated LoRA Fine-tuned LLM with Quantization

Mischa Dohler, Na Yan, Robert Schober, Yang Su, Yansha Deng

arxiv:2411.06581 v2 · 2024-11-10 · cs.LG · cs.AI · 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{QJMCFTKW6AR3LGHNTMMVZFETDP}

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

CoLLM: Continuous Adaptation for SLO-Aware LLM Serving on Shared GPU Clusters

Receipt and verification

First computed	2026-07-05T11:03:53.559489Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

825822cd56f023b598ed9b195c94931bd2e2a9c8d17f6195283f56dc9540c2a1

Aliases

arxiv: 2411.06581 · arxiv_version: 2411.06581v2 · doi: 10.48550/arxiv.2411.06581 · pith_short_12: QJMCFTKW6AR3 · pith_short_16: QJMCFTKW6AR3LGHN · pith_short_8: QJMCFTKW

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/QJMCFTKW6AR3LGHNTMMVZFETDP \
  | 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: 825822cd56f023b598ed9b195c94931bd2e2a9c8d17f6195283f56dc9540c2a1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9f382778aeb2b679fdea10828789ca1f3bfb49cffc171939670e91576a4a074b",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.DC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-11-10T19:59:54Z",
    "title_canon_sha256": "219b112d2affb42fb63836ac58cc88d72a6ccd6c26fbfa40c61271fa1e6cd3eb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.06581",
    "kind": "arxiv",
    "version": 2
  }
}