Pith. sign in
Pith Number

pith:DQAKIV67

pith:2024:DQAKIV67J4YXFFG5WHSCS26RYX
not attested not anchored not stored refs pending

Learning Soft Driving Constraints from Vectorized Scene Embeddings while Imitating Expert Trajectories

Behzad Khamidehi, Chunlin Li, Fazel Arasteh, Hamidreza Mirkhani, Kasra Rezaee, Mohammed Elmahgiubi, Niloufar Saeidi Mobarakeh, Pascal Poupart, Weize Zhang

arxiv:2412.05717 v1 · 2024-12-07 · cs.RO · cs.AI · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{DQAKIV67J4YXFFG5WHSCS26RYX}

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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 2026-07-05T09:46:07.841005Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

1c00a457df4f317294ddb1e4296bd1c5c81ed4816cd0cb1bbcd23dacb91e6dcc

Aliases

arxiv: 2412.05717 · arxiv_version: 2412.05717v1 · doi: 10.48550/arxiv.2412.05717 · pith_short_12: DQAKIV67J4YX · pith_short_16: DQAKIV67J4YXFFG5 · pith_short_8: DQAKIV67
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/DQAKIV67J4YXFFG5WHSCS26RYX \
  | 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: 1c00a457df4f317294ddb1e4296bd1c5c81ed4816cd0cb1bbcd23dacb91e6dcc
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "4146e0aa2b2438bf55c6fb6eb96cf6fe40f64b99674e12bbfaa5e5995b449f98",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.RO",
    "submitted_at": "2024-12-07T18:29:28Z",
    "title_canon_sha256": "b10f13627faf63cfb057c3d89629cbf66395a0cf801e38ae312f55b7691ef0a5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.05717",
    "kind": "arxiv",
    "version": 1
  }
}