Pith Number

pith:FAA2D3LH

pith:2024:FAA2D3LHVKFZRUZZYEYSGLJKSN

not attested not anchored not stored refs pending

DeepMF: Deep Motion Factorization for Closed-Loop Safety-Critical Driving Scenario Simulation

Bin Liang, Houde Liu, Linrui Zhang, Xueqian Wang, Yizhe Li

arxiv:2412.17487 v1 · 2024-12-23 · cs.AI · 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{FAA2D3LHVKFZRUZZYEYSGLJKSN}

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	2026-07-05T09:53:23.241687Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2801a1ed67aa8b98d339c131232d2a9366ba8155d083dba1ab6cf39e06212ee1

Aliases

arxiv: 2412.17487 · arxiv_version: 2412.17487v1 · doi: 10.48550/arxiv.2412.17487 · pith_short_12: FAA2D3LHVKFZ · pith_short_16: FAA2D3LHVKFZRUZZ · pith_short_8: FAA2D3LH

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/FAA2D3LHVKFZRUZZYEYSGLJKSN \
  | 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: 2801a1ed67aa8b98d339c131232d2a9366ba8155d083dba1ab6cf39e06212ee1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "314e82d6c585ebc4eb9d3b1028883fa6fbae023a06d6dcab5c49fed25161802a",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-12-23T11:30:24Z",
    "title_canon_sha256": "c04dcb5d34b6f44f11591e0f36e506415e2b9a93621b33f87f8b301e80aa9e1e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.17487",
    "kind": "arxiv",
    "version": 1
  }
}