Pith Number

pith:R2KFUJLP

pith:2025:R2KFUJLP7LNL7SA7Q7TATCBBMA

not attested not anchored not stored refs pending

e-SimFT: Alignment of Generative Models with Simulation Feedback for Pareto-Front Design Exploration

Amir Hosein Khasahmadi, Hyunmin Cheong, Mohammadmehdi Ataei, Pradeep Kumar Jayaraman

arxiv:2502.02628 v1 · 2025-02-04 · 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{R2KFUJLP7LNL7SA7Q7TATCBBMA}

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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	2026-07-05T10:09:31.965496Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8e945a256ffadabfc81f87e60988216009cc72ce5e3037f83ce52875701a7fae

Aliases

arxiv: 2502.02628 · arxiv_version: 2502.02628v1 · doi: 10.48550/arxiv.2502.02628 · pith_short_12: R2KFUJLP7LNL · pith_short_16: R2KFUJLP7LNL7SA7 · pith_short_8: R2KFUJLP

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/R2KFUJLP7LNL7SA7Q7TATCBBMA \
  | 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: 8e945a256ffadabfc81f87e60988216009cc72ce5e3037f83ce52875701a7fae

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "da4df6cb032cba8657cf010de8e44415b39fdf8c3b072fd9fb8620c95108c56d",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-04T16:17:22Z",
    "title_canon_sha256": "e212312bfbfb44209da2488c1984a9034c53c6290eaf7f4366a64cdd8a26f81d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.02628",
    "kind": "arxiv",
    "version": 1
  }
}