Pith Number

pith:4HLJLXWP

pith:2025:4HLJLXWPACRA6LLM4VSZOWQCSG

not attested not anchored not stored refs pending

FLoRIST: Singular Value Thresholding for Efficient and Accurate Federated Fine-Tuning of Large Language Models

Hariharan Ramesh, Jyotikrishna Dass

arxiv:2506.09199 v2 · 2025-06-10 · cs.LG · cs.AI · cs.DC

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{4HLJLXWPACRA6LLM4VSZOWQCSG}

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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

UB-SMoE: Universally Balanced Sparse Mixture-of-Experts for Resource-adaptive Federated Fine-tuning of Foundation Models

Receipt and verification

First computed	2026-05-26T01:02:26.929217Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e1d695decf00a20f2d6ce565975a0291aaee515be2b889587fceade1a25b824a

Aliases

arxiv: 2506.09199 · arxiv_version: 2506.09199v2 · doi: 10.48550/arxiv.2506.09199 · pith_short_12: 4HLJLXWPACRA · pith_short_16: 4HLJLXWPACRA6LLM · pith_short_8: 4HLJLXWP

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/4HLJLXWPACRA6LLM4VSZOWQCSG \
  | 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: e1d695decf00a20f2d6ce565975a0291aaee515be2b889587fceade1a25b824a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ff6b4daff0936f4bd628a480dc30fc4b4c4b18cae410f0705f7b7574c363c746",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.DC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-06-10T19:36:36Z",
    "title_canon_sha256": "a5ebffbf7d24c0ce665a6ecebb35c87cbf919c01a262c9aadeef8d63cf6589ff"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.09199",
    "kind": "arxiv",
    "version": 2
  }
}