Pith Number

pith:EOMAIFU2

pith:2021:EOMAIFU2YVXRDFCT4AGE42K4TI

not attested not anchored not stored refs pending

Communication Efficiency in Federated Learning: Achievements and Challenges

Gautam Srivastava, Liang Zhao, Osama Shahid, Quan Z. Sheng, Reza M. Parizi, Seyedamin Pouriyeh

arxiv:2107.10996 v1 · 2021-07-23 · cs.LG

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\usepackage{pith}
\pithnumber{EOMAIFU2YVXRDFCT4AGE42K4TI}

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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

5 papers in Pith

Quantization in Federated Learning: Methods, Challenges and Future Directions

COSMOS: Model-Agnostic Personalized Federated Learning with Clustered Server Models and Pseudo-Label-Only Communication

Knowledge Distillation in Federated Learning: a Survey on Long Lasting Challenges and New Solutions

COSMOS: Model-Agnostic Personalized Federated Learning with Clustered Server Models and Pseudo-Label-Only Communication

Self-Play Enhancement via Advantage-Weighted Refinement in Online Federated LLM Fine-Tuning with Real-Time Feedback

Receipt and verification

First computed	2026-07-05T03:00:12.247763Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

239804169ac56f119453e00c4e695c9a216d00a1d4c8355c50925a767a5c90a6

Aliases

arxiv: 2107.10996 · arxiv_version: 2107.10996v1 · doi: 10.48550/arxiv.2107.10996 · pith_short_12: EOMAIFU2YVXR · pith_short_16: EOMAIFU2YVXRDFCT · pith_short_8: EOMAIFU2

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/EOMAIFU2YVXRDFCT4AGE42K4TI \
  | 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: 239804169ac56f119453e00c4e695c9a216d00a1d4c8355c50925a767a5c90a6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2d9606b78e763e4f32162f0542cfc403480f56e34391a5c01c915aecaa46ca63",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-07-23T02:13:11Z",
    "title_canon_sha256": "a498e163248ba747fc66d05938d906bf39643ff38901fa697af6e6f84056fd58"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2107.10996",
    "kind": "arxiv",
    "version": 1
  }
}