Pith Number

pith:UXGZYUZY

pith:2025:UXGZYUZYOFYG2ILRJRSEFUUILY

not attested not anchored not stored refs pending

AutoFed: Personalized Federated Traffic Prediction via Adaptive Prompt

Sen Li, Yitong Shang, Zijian Zhao

AutoFed distills local traffic data into a shared prompt matrix to enable personalized federated prediction without manual tuning.

arxiv:2512.24625 v3 · 2025-12-31 · cs.LG · cs.AI

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\usepackage{pith}
\pithnumber{UXGZYUZYOFYG2ILRJRSEFUUILY}

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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.

Claims

C1strongest claim

AutoFed consistently achieves superior performance across diverse scenarios.

C2weakest assumption

That the client-aligned adapter can distill local data into an effective globally shared prompt matrix without requiring dataset-specific hyper-parameter optimization or manual tuning.

C3one line summary

AutoFed introduces a prompt-based personalized federated learning method that achieves superior traffic prediction performance on real-world datasets by sharing compact prompt matrices while preserving local specificity.

Receipt and verification

First computed	2026-07-28T02:23:23.284962Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a5cd9c533871706d21714c6442d2885e201aee88db4419b60ebe73ca69a62772

Aliases

arxiv: 2512.24625 · arxiv_version: 2512.24625v3 · doi: 10.48550/arxiv.2512.24625 · pith_short_12: UXGZYUZYOFYG · pith_short_16: UXGZYUZYOFYG2ILR · pith_short_8: UXGZYUZY

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/UXGZYUZYOFYG2ILRJRSEFUUILY \
  | 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: a5cd9c533871706d21714c6442d2885e201aee88db4419b60ebe73ca69a62772

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6877107e7600f3c74b7ec15247a254f0aa757272a2da39ce3a07c80f005b88d9",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-12-31T04:52:19Z",
    "title_canon_sha256": "b8ac0be1fbf4a20d34bdcc7128a05192f3e4ea218adba398095afa791e22aa6b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2512.24625",
    "kind": "arxiv",
    "version": 3
  }
}