Pith Number

pith:U2KPSTDY

pith:2025:U2KPSTDYRPAT2HSD42TMQLF22Y

not attested not anchored not stored refs pending

From LLMs to Edge: Parameter-Efficient Fine-Tuning on Edge Devices

Francesco Corti, Georg Slamanig, Olga Saukh

arxiv:2507.23536 v1 · 2025-07-31 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{U2KPSTDYRPAT2HSD42TMQLF22Y}

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

3 papers in Pith

Techniques for Peak Memory Reduction for LoRA Fine-tuning of LLMs on Edge Devices

On-Device Fine-Tuning via Backprop-Free Zeroth-Order Optimization

DAT: Dual-Aware Adaptive Transmission for Efficient Multimodal LLM Inference in Edge-Cloud Systems

Receipt and verification

First computed	2026-07-05T11:46:25.828170Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a694f94c788bc13d1e43e6a6c82cbad63d32dc25863523aa2d021f540ebfe1ab

Aliases

arxiv: 2507.23536 · arxiv_version: 2507.23536v1 · doi: 10.48550/arxiv.2507.23536 · pith_short_12: U2KPSTDYRPAT · pith_short_16: U2KPSTDYRPAT2HSD · pith_short_8: U2KPSTDY

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/U2KPSTDYRPAT2HSD42TMQLF22Y \
  | 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: a694f94c788bc13d1e43e6a6c82cbad63d32dc25863523aa2d021f540ebfe1ab

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "56a59f1f56089bd133f6755e69da9fb7539985998bf0fb2ae7c4272d70bda625",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-07-31T13:23:21Z",
    "title_canon_sha256": "f8fd99958d8c2e73bfb22ec36eb8b2762359774f08bd99db1c9124d96f017252"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.23536",
    "kind": "arxiv",
    "version": 1
  }
}