Pith Number

pith:4IBYRFPQ

pith:2025:4IBYRFPQWJBM4JPLJQJ6GDSEX2

not attested not anchored not stored refs pending

Multi-Environment GLAMP: Approximate Message Passing for Transfer Learning with Applications to Lasso-based Estimators

Kuanhao Jiang, Longlin Wang, Pragya Sur, Yanke Song

arxiv:2505.22594 v2 · 2025-05-28 · math.ST · stat.ML · stat.TH

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{4IBYRFPQWJBM4JPLJQJ6GDSEX2}

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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

On Universality of Non-Separable Approximate Message Passing Algorithms

Receipt and verification

First computed	2026-07-05T11:29:12.020641Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e2038895f0b242ce25eb4c13e30e44beb50e60f7ed5c0cf80b8d98830e6defed

Aliases

arxiv: 2505.22594 · arxiv_version: 2505.22594v2 · doi: 10.48550/arxiv.2505.22594 · pith_short_12: 4IBYRFPQWJBM · pith_short_16: 4IBYRFPQWJBM4JPL · pith_short_8: 4IBYRFPQ

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/4IBYRFPQWJBM4JPLJQJ6GDSEX2 \
  | 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: e2038895f0b242ce25eb4c13e30e44beb50e60f7ed5c0cf80b8d98830e6defed

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7e73fec56e863f9c5f2764d7bf1ca7bba30a112b3ecac4f4b4d16f00a5b39a00",
    "cross_cats_sorted": [
      "stat.ML",
      "stat.TH"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "math.ST",
    "submitted_at": "2025-05-28T17:05:09Z",
    "title_canon_sha256": "7161b98d21c9cdc7763b7e5692d5a582ba5717d1c8752ce3a8388eb7d53db926"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.22594",
    "kind": "arxiv",
    "version": 2
  }
}