Pith Number

pith:CZIS2VFK

pith:2025:CZIS2VFKTJZZMEI26DP6PTPX46

not attested not anchored not stored refs pending

Direct Preference Optimization-Enhanced Multi-Guided Diffusion Model for Traffic Scenario Generation

Daejung Kim, Haewook Han, Jinhan Lee, Kisung Kim, Seungjun Yu

arxiv:2502.12178 v1 · 2025-02-14 · cs.LG · cs.MA

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{CZIS2VFKTJZZMEI26DP6PTPX46}

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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.

Cited by

1 paper in Pith

Steerable Adversarial Scenario Generation through Test-Time Preference Alignment

Receipt and verification

First computed	2026-07-05T10:15:51.384200Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

16512d54aa9a7396111af0dfe7cdf7e78b32b825da3778ccacfbe9ca05f464b7

Aliases

arxiv: 2502.12178 · arxiv_version: 2502.12178v1 · doi: 10.48550/arxiv.2502.12178 · pith_short_12: CZIS2VFKTJZZ · pith_short_16: CZIS2VFKTJZZMEI2 · pith_short_8: CZIS2VFK

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/CZIS2VFKTJZZMEI26DP6PTPX46 \
  | 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: 16512d54aa9a7396111af0dfe7cdf7e78b32b825da3778ccacfbe9ca05f464b7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b4ce937a1af84fe4f14eec3bb090f979b2d477a2270a1ae7ec56552e7dd771ce",
    "cross_cats_sorted": [
      "cs.MA"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-14T05:29:43Z",
    "title_canon_sha256": "cb9a0c20530731f2f369ce1fc2eb6a814aa199dd14ff4c135ae435bfeb3eac0e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.12178",
    "kind": "arxiv",
    "version": 1
  }
}