Pith Number

pith:YEBHDMN3

pith:2021:YEBHDMN3JIWBHNUBXSP4FVE3B3

not attested not anchored not stored refs pending

Learning effective stochastic differential equations from microscopic simulations: linking stochastic numerics to deep learning

Alexei Makeev, Felix Dietrich, George Kevrekidis, Ioannis G. Kevrekidis, Nikolaos Evangelou, Sebastian Reich, Tom Bertalan

arxiv:2106.09004 v2 · 2021-06-10 · physics.comp-ph · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{YEBHDMN3JIWBHNUBXSP4FVE3B3}

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.

Receipt and verification

First computed	2026-07-05T04:42:54.997378Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c10271b1bb4a2c13b681bc9fc2d49b0ecbf48ab395ff2358bdfd3f5deae282c2

Aliases

arxiv: 2106.09004 · arxiv_version: 2106.09004v2 · doi: 10.48550/arxiv.2106.09004 · pith_short_12: YEBHDMN3JIWB · pith_short_16: YEBHDMN3JIWBHNUB · pith_short_8: YEBHDMN3

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/YEBHDMN3JIWBHNUBXSP4FVE3B3 \
  | 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: c10271b1bb4a2c13b681bc9fc2d49b0ecbf48ab395ff2358bdfd3f5deae282c2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cdaeb34aae7c53d94e57f3c58f3b083ae15da15b6522483442bd1cdb4bef4400",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "physics.comp-ph",
    "submitted_at": "2021-06-10T13:00:18Z",
    "title_canon_sha256": "8f7b42249256926ad94b4a45c298c95f1e6a9a8598ee756484a70247685a85a5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2106.09004",
    "kind": "arxiv",
    "version": 2
  }
}