Pith Number

pith:2YDE2BP2

pith:2026:2YDE2BP23AMZDEMAGPCXHMAWGM

not attested not anchored not stored refs pending

Decision-Aware Training for Sample-Based Generative Models

Kornelius Raeth, Nicole Ludwig

arxiv:2607.01171 v1 · 2026-07-01 · cs.LG · 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{2YDE2BP23AMZDEMAGPCXHMAWGM}

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	2026-07-02T01:18:31.122739Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d6064d05fad81991918033c573b016330d7a85ec08e50c4caf0416caca6e4bc7

Aliases

arxiv: 2607.01171 · arxiv_version: 2607.01171v1 · doi: 10.48550/arxiv.2607.01171 · pith_short_12: 2YDE2BP23AMZ · pith_short_16: 2YDE2BP23AMZDEMA · pith_short_8: 2YDE2BP2

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/2YDE2BP23AMZDEMAGPCXHMAWGM \
  | 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: d6064d05fad81991918033c573b016330d7a85ec08e50c4caf0416caca6e4bc7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "84617cdac7bae3db2593876e8861bdd7f9a99dda05973978d6e5ee11e426a504",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-07-01T17:02:23Z",
    "title_canon_sha256": "63041c1b2ccf0753f410629ff8230149189992370f8e2ef67a9461321ad69006"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2607.01171",
    "kind": "arxiv",
    "version": 1
  }
}