Pith. sign in
Pith Number

pith:JOV5W5XO

pith:2026:JOV5W5XOVDIH642URICBFH3GW2
not attested not anchored not stored refs pending

HyperNet-Adaptation for Diffusion-Based Test Case Generation

Andrea Stocco, Oliver Wei{\ss}l, Severin Kacianka, Vincenzo Riccio

arxiv:2601.15041 v2 · 2026-01-21 · cs.LG · cs.SE

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{JOV5W5XOVDIH642URICBFH3GW2}

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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 2026-07-14T02:21:27.972291Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

4babdb76eea8d07f73548a04129f66b6bfcfc7ddda86e2d7d2052bb260dac5e2

Aliases

arxiv: 2601.15041 · arxiv_version: 2601.15041v2 · doi: 10.48550/arxiv.2601.15041 · pith_short_12: JOV5W5XOVDIH · pith_short_16: JOV5W5XOVDIH642U · pith_short_8: JOV5W5XO
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/JOV5W5XOVDIH642URICBFH3GW2 \
  | 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: 4babdb76eea8d07f73548a04129f66b6bfcfc7ddda86e2d7d2052bb260dac5e2
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "b8182246673c0e4b7f2328ccaa83d0c4c1a0b3b663e4d644647df289cae6302d",
    "cross_cats_sorted": [
      "cs.SE"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-01-21T14:45:15Z",
    "title_canon_sha256": "d1054cac5c8ca2e0805b1d363a2c1244f537ad8720df2e791cb82903940c8eec"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2601.15041",
    "kind": "arxiv",
    "version": 2
  }
}