Pith Number

pith:FRSMYU5G

pith:2024:FRSMYU5GV6UMLC3FZH3YAU444P

not attested not anchored not stored refs pending

Machine Learning for Inverse Problems and Data Assimilation

Andrew Stuart, Daniel Sanz-Alonso, Eviatar Bach, Ricardo Baptista

arxiv:2410.10523 v3 · 2024-10-14 · stat.ML · cs.LG · math.OC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{FRSMYU5GV6UMLC3FZH3YAU444P}

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

4 papers in Pith

Continuous Data Assimilation with Learned Surrogate Dynamics

Amortized Energy-Based Bayesian Inference

Statistical finite elements for sequential data synthesis in solid dynamics

FLUID: Flow-based Unified Inference for Dynamics

Receipt and verification

First computed	2026-08-11T01:24:24.182284Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2c64cc53a6afa8c58b65c9f780539ce3d5df148cd7e57cdbefbc420fae76d8ed

Aliases

arxiv: 2410.10523 · arxiv_version: 2410.10523v3 · doi: 10.48550/arxiv.2410.10523 · pith_short_12: FRSMYU5GV6UM · pith_short_16: FRSMYU5GV6UMLC3F · pith_short_8: FRSMYU5G

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/FRSMYU5GV6UMLC3FZH3YAU444P \
  | 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: 2c64cc53a6afa8c58b65c9f780539ce3d5df148cd7e57cdbefbc420fae76d8ed

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f3f7d10a9b0a77c1cf1e6ab1e2c4f1beafcf3b7045b4c43194ea14c36356a41a",
    "cross_cats_sorted": [
      "cs.LG",
      "math.OC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2024-10-14T14:01:35Z",
    "title_canon_sha256": "69e679fad628ea52067c30e6f44f2cbda2895d1db88a47f35f685436d1a73074"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.10523",
    "kind": "arxiv",
    "version": 3
  }
}