Pith Number

pith:HPCAG6O3

pith:2025:HPCAG6O3WRPM7FZXNVHB5HYXKH

not attested not anchored not stored refs pending

Better Models and Algorithms for Learning Ising Models from Dynamics

Ankur Moitra, Elchanan Mossel, Jason Gaitonde

arxiv:2507.15173 v1 · 2025-07-21 · cs.LG · cs.DS · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{HPCAG6O3WRPM7FZXNVHB5HYXKH}

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

3 papers in Pith

Learning with Simulators: No Regret in a Computationally Bounded World

Learning Gaussian Graphical Models from a Glauber Trajectory Without Mixing

Learning $\mathsf{AC}^0$ Under Graphical Models

Receipt and verification

First computed	2026-07-05T11:40:19.624616Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3bc40379dbb45ecf97376d4e1e9f1751c9577e4c3137f00622c4ed4553fb1aa4

Aliases

arxiv: 2507.15173 · arxiv_version: 2507.15173v1 · doi: 10.48550/arxiv.2507.15173 · pith_short_12: HPCAG6O3WRPM · pith_short_16: HPCAG6O3WRPM7FZX · pith_short_8: HPCAG6O3

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/HPCAG6O3WRPM7FZXNVHB5HYXKH \
  | 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: 3bc40379dbb45ecf97376d4e1e9f1751c9577e4c3137f00622c4ed4553fb1aa4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b0b43ace455b9a45fd49e5c8e9991543b6a719d31c4af26379e6181a4d006d24",
    "cross_cats_sorted": [
      "cs.DS",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-07-21T01:26:57Z",
    "title_canon_sha256": "271481229d4bedcb154c4c21707424a893b00d35f4f31a85ad430534ceffe0c3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.15173",
    "kind": "arxiv",
    "version": 1
  }
}