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Pith Number

pith:LLCEVRBH

pith:2022:LLCEVRBHN5RAGFJ4P5UZBGCBTV
not attested not anchored not stored refs pending

Investigating the Impact of Model Misspecification in Neural Simulation-based Inference

Daniel Ward, Patrick Cannon, Sebastian M. Schmon

arxiv:2209.01845 v1 · 2022-09-05 · stat.ML · cs.LG · stat.CO

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\usepackage{pith}
\pithnumber{LLCEVRBHN5RAGFJ4P5UZBGCBTV}

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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

6 papers in Pith

Towards Practical Field-Level Inference for Weak Lensing
Amortized Simulation-Based Inference in Generalized Bayes via Neural Posterior Estimation
Information-Preserving Domain Transfer with Unlabeled Data in Misspecified Simulation-Based Inference
Mixed neural posterior estimation for simulators with discrete and continuous parameters
End-to-End Population Inference from Gravitational-Wave Strain using Transformers
Receipt and verification
First computed 2026-07-05T04:54:34.629876Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

5ac44ac4276f6203153c7f699098419d59db9f81b7ff049b3c932afca2683c48

Aliases

arxiv: 2209.01845 · arxiv_version: 2209.01845v1 · doi: 10.48550/arxiv.2209.01845 · pith_short_12: LLCEVRBHN5RA · pith_short_16: LLCEVRBHN5RAGFJ4 · pith_short_8: LLCEVRBH
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/LLCEVRBHN5RAGFJ4P5UZBGCBTV \
  | 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: 5ac44ac4276f6203153c7f699098419d59db9f81b7ff049b3c932afca2683c48
Canonical record JSON 
{
  "metadata": {
    "abstract_canon_sha256": "0a3250ea3c9235feafff6c0b1fbc0fa9c7f0c553b20b180d37f693b186f3c926",
    "cross_cats_sorted": [
      "cs.LG",
      "stat.CO"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2022-09-05T09:08:16Z",
    "title_canon_sha256": "895511b1a46dd3fd104c8d9569008b71c5dc95f98a7c9e575a099cac8ce4fecf"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2209.01845",
    "kind": "arxiv",
    "version": 1
  }
}