Pith Number

pith:YSCRGROI

pith:2024:YSCRGROIIICORQJFLX6I4EOYR2

not attested not anchored not stored refs pending

Federated Large Language Models: Current Progress and Future Directions

Ang Li, Carlee Joe-Wong, Chengkai Huang, Jianyi Zhang, Julian McAuley, Junda Wu, Lina Yao, Ruiyi Zhang, Ryan Rossi, Sungchul Kim, Tong Yu, Yiran Chen, Yuhang Yao, Yu Xia

arxiv:2409.15723 v3 · 2024-09-24 · cs.LG · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{YSCRGROIIICORQJFLX6I4EOYR2}

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

6 papers in Pith

FedSDR: Federated Self-Distillation with Rectification

OLIVIA: Online Learning via Inference-time Action Adaptation for Decision Making in LLM ReAct Agents

Skill-CMIB: Multimodal Agent Skill for Consistent Action via Conditional Multimodal Information Bottleneck

Skill-R1: Agent Skill Evolution via Reinforcement Learning

Beyond End-to-End: Dynamic Chain Optimization for Private LLM Adaptation on the Edge

Receipt and verification

First computed	2026-06-09T02:07:00.522451Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c4851345c84204e8c1255dfc8e11d88e81b01e4fd76b6e92d17ece83b61d370d

Aliases

arxiv: 2409.15723 · arxiv_version: 2409.15723v3 · doi: 10.48550/arxiv.2409.15723 · pith_short_12: YSCRGROIIICO · pith_short_16: YSCRGROIIICORQJF · pith_short_8: YSCRGROI

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/YSCRGROIIICORQJFLX6I4EOYR2 \
  | 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: c4851345c84204e8c1255dfc8e11d88e81b01e4fd76b6e92d17ece83b61d370d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3cb4b1160e24290c3a4bdc9c99bee449105e98af94957412149f6fdcee53026d",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-09-24T04:14:33Z",
    "title_canon_sha256": "81b43fcf562e6ad9ee5344afdd3818cc3d7d0f258cff9484e2cbd1d3b8bd28da"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.15723",
    "kind": "arxiv",
    "version": 3
  }
}