Pith Number

pith:FBLFGSSV

pith:2023:FBLFGSSVSCZOIA7NE5QTXDEPE2

not attested not anchored not stored refs pending

Memory-adaptive Depth-wise Heterogeneous Federated Learning

Eric Xing, Hongyi Wang, Kai Zhang, Lichao Sun, Xun Chen, Yutong Dai

arxiv:2303.04887 v3 · 2023-03-08 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{FBLFGSSVSCZOIA7NE5QTXDEPE2}

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

1 paper in Pith

PracMHBench: Re-evaluating Model-Heterogeneous Federated Learning Based on Practical Edge Device Constraints

Receipt and verification

First computed	2026-07-05T12:02:31.563883Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2856534a5590b2e403ed27613b8c8f26bf7b8837088cab4ffee336a0da8fbf38

Aliases

arxiv: 2303.04887 · arxiv_version: 2303.04887v3 · doi: 10.48550/arxiv.2303.04887 · pith_short_12: FBLFGSSVSCZO · pith_short_16: FBLFGSSVSCZOIA7N · pith_short_8: FBLFGSSV

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/FBLFGSSVSCZOIA7NE5QTXDEPE2 \
  | 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: 2856534a5590b2e403ed27613b8c8f26bf7b8837088cab4ffee336a0da8fbf38

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f752ba49a7ded805ef40d2cb47911dd5f3e85b1b516805719a8d9417b412eb61",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-03-08T20:52:57Z",
    "title_canon_sha256": "f75f46c732cec0648f9977fcc6bd7544cd58ed6be1fad117317958a272b01172"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2303.04887",
    "kind": "arxiv",
    "version": 3
  }
}