Pith Number

pith:TFPWQBJK

pith:2024:TFPWQBJKSFAJB6JA2Z4UYF7IWD

not attested not anchored not stored refs pending

Energy-Efficient Federated Edge Learning with Streaming Data: A Lyapunov Optimization Approach

Chung-Hsuan Hu, Erik G. Larsson, Zheng Chen

arxiv:2405.12046 v2 · 2024-05-20 · cs.LG · cs.DC · cs.IT · eess.SP · math.IT

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{TFPWQBJKSFAJB6JA2Z4UYF7IWD}

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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

Federated Continual Learning: Concepts, Challenges, and Solutions

Receipt and verification

First computed	2026-07-05T09:17:41.969769Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

995f68052a914090f920d6794c17e8b0da09f36defa02c62d1c276c0732629fe

Aliases

arxiv: 2405.12046 · arxiv_version: 2405.12046v2 · doi: 10.48550/arxiv.2405.12046 · pith_short_12: TFPWQBJKSFAJ · pith_short_16: TFPWQBJKSFAJB6JA · pith_short_8: TFPWQBJK

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/TFPWQBJKSFAJB6JA2Z4UYF7IWD \
  | 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: 995f68052a914090f920d6794c17e8b0da09f36defa02c62d1c276c0732629fe

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "785297365d643e2939fb058c2e11870597c80ecf93332ce1321a905ba654a783",
    "cross_cats_sorted": [
      "cs.DC",
      "cs.IT",
      "eess.SP",
      "math.IT"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-05-20T14:13:22Z",
    "title_canon_sha256": "f7a20b9d00082cc8da0d281b27e5b2157911b046c9e0187f06a85abacf13cc02"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.12046",
    "kind": "arxiv",
    "version": 2
  }
}