Pith Number

pith:PXHSAMG3

pith:2025:PXHSAMG3QQTBBRLSGAW4V656D6

not attested not anchored not stored refs pending

Bayesian Inverse Problems Meet Flow Matching: Efficient and Flexible Inference via Transformers

Daniil Sherki, Ekaterina Muravleva, Ivan Oseledets

arxiv:2503.01375 v2 · 2025-03-03 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{PXHSAMG3QQTBBRLSGAW4V656D6}

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

Amortized Posteriors for Estimation of Material Constitutive Parameters from Multimodal Measurements on Small Punch Tests

Receipt and verification

First computed	2026-07-05T11:04:21.308877Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7dcf2030db842610c572302dcafbbe1fac4688f4554b8557b809c5363210d0a5

Aliases

arxiv: 2503.01375 · arxiv_version: 2503.01375v2 · doi: 10.48550/arxiv.2503.01375 · pith_short_12: PXHSAMG3QQTB · pith_short_16: PXHSAMG3QQTBBRLS · pith_short_8: PXHSAMG3

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/PXHSAMG3QQTBBRLSGAW4V656D6 \
  | 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: 7dcf2030db842610c572302dcafbbe1fac4688f4554b8557b809c5363210d0a5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "939395d3a958cc565d04f525498b8dcf74a900b48cb861585d98fe39951dec44",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-03-03T10:17:56Z",
    "title_canon_sha256": "c31c6b25aa0ce19f03ef3b44746d0caf79ceb8ed30178b1bdd5ff2f81cb2389f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.01375",
    "kind": "arxiv",
    "version": 2
  }
}