Pith Number

pith:KW675JFL

pith:2023:KW675JFLPDT2SR6D7Z4MLHBDR3

not attested not anchored not stored refs pending

Robust Collaborative Inference with Vertically Split Data Over Dynamic Device Environments

Christopher G. Brinton, David I. Inouye, Surojit Ganguli, Zeyu Zhou

arxiv:2312.16638 v3 · 2023-12-27 · 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{KW675JFLPDT2SR6D7Z4MLHBDR3}

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

Optimizing Server Placement for Vertical Federated Learning in Dynamic Edge/Fog Networks

Receipt and verification

First computed	2026-07-05T10:54:10.947116Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

55bdfea4ab78e7a947c3fe78c59c238ec71d87f146de0f2e89b0617380a546b2

Aliases

arxiv: 2312.16638 · arxiv_version: 2312.16638v3 · doi: 10.48550/arxiv.2312.16638 · pith_short_12: KW675JFLPDT2 · pith_short_16: KW675JFLPDT2SR6D · pith_short_8: KW675JFL

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/KW675JFLPDT2SR6D7Z4MLHBDR3 \
  | 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: 55bdfea4ab78e7a947c3fe78c59c238ec71d87f146de0f2e89b0617380a546b2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c1b8663842c9633295ca4d965882fd80ee0c438f00b06078fc4e4a6b477dee86",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-12-27T17:00:09Z",
    "title_canon_sha256": "261a561a8f2c2730266be9c12a9c7620f329455a8a122ef45c42e4bc56feca7b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.16638",
    "kind": "arxiv",
    "version": 3
  }
}