Pith Number

pith:YQKDWGM5

pith:2024:YQKDWGM5L4R7OJGZCD4EN2BVNT

not attested not anchored not stored refs pending

Multi-Step Embed to Control: A Novel Deep Learning-based Approach for Surrogate Modelling in Reservoir Simulation

Eduardo Gildin, John Killough, Jungang Chen

arxiv:2409.09920 v2 · 2024-09-16 · 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{YQKDWGM5L4R7OJGZCD4EN2BVNT}

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

Improving Long-term Autoregressive Spatiotemporal Predictions: A Proof of Concept with Fluid Dynamics

Receipt and verification

First computed	2026-07-05T09:19:31.508810Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c4143b199d5f23f724d910f846e8356cf36feaa36dc37e82f6360108d3871fe0

Aliases

arxiv: 2409.09920 · arxiv_version: 2409.09920v2 · doi: 10.48550/arxiv.2409.09920 · pith_short_12: YQKDWGM5L4R7 · pith_short_16: YQKDWGM5L4R7OJGZ · pith_short_8: YQKDWGM5

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/YQKDWGM5L4R7OJGZCD4EN2BVNT \
  | 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: c4143b199d5f23f724d910f846e8356cf36feaa36dc37e82f6360108d3871fe0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a40cd7ac55d3e09024b75ea7db1f6c653b29a7954cba897a874ceb9ed0317cd4",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-09-16T01:35:34Z",
    "title_canon_sha256": "4f1095981e3c4c9035ca96b9af8edd8370c19d23f0c5e5b88c04fe7383747b8a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.09920",
    "kind": "arxiv",
    "version": 2
  }
}