Pith Number

pith:2OI3M6NC

pith:2026:2OI3M6NCHHBBLMVDPPP2QV535H

not attested not anchored not stored refs pending

Edge-Deployable LLM Fine-Tuning on a Single GPU for Telecom Network Troubleshooting

Bhavika Jalli, Chenhua Shi, Gregor MacDonald, John Zou, Joji Philip, Mridul Jain, Wanlu Lei

arxiv:2607.02523 v1 · 2026-05-06 · cs.DC · cs.NI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{2OI3M6NCHHBBLMVDPPP2QV535H}

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.

Receipt and verification

First computed	2026-07-07T00:15:58.928657Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d391b679a239c215b2a37bdfa857bbe9fa67e6f83967e932c2882dd516907f9a

Aliases

arxiv: 2607.02523 · arxiv_version: 2607.02523v1 · doi: 10.48550/arxiv.2607.02523 · pith_short_12: 2OI3M6NCHHBB · pith_short_16: 2OI3M6NCHHBBLMVD · pith_short_8: 2OI3M6NC

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/2OI3M6NCHHBBLMVDPPP2QV535H \
  | 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: d391b679a239c215b2a37bdfa857bbe9fa67e6f83967e932c2882dd516907f9a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bec374963cf33bd4ad0609c3e951a2cb55927ffffcb273332b0568ce5942fad1",
    "cross_cats_sorted": [
      "cs.NI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.DC",
    "submitted_at": "2026-05-06T17:03:24Z",
    "title_canon_sha256": "7e792928550031ab74c367f974bcfe030d2c8ecc2510248c8a6a377a7f5ad520"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2607.02523",
    "kind": "arxiv",
    "version": 1
  }
}