Pith Number

pith:DQFHKLQW

pith:2025:DQFHKLQWTO2KZBGZQV2TPIS7EW

not attested not anchored not stored refs pending

Natural Reflection Backdoor Attack on Vision Language Model for Autonomous Driving

Dacheng Tao, Koushik Howlader, Liwen Wang, Ming Liu, Siyuan Liang, Wensheng Zhang

arxiv:2505.06413 v1 · 2025-05-09 · cs.CV · cs.AI

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\usepackage{pith}
\pithnumber{DQFHKLQWTO2KZBGZQV2TPIS7EW}

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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

5 papers in Pith

TimeGuard: Channel-wise Pool Training for Backdoor Defense in Time Series Forecasting

EntropyScan: Towards Model-level Backdoor Detection in LVLMs via Visual Attention Entropy

GuardAD: Safeguarding Autonomous Driving MLLMs via Markovian Safety Logic

ProjLens: Unveiling the Role of Projectors in Multimodal Model Safety

A Patch-based Cross-view Regularized Framework for Backdoor Defense in Multimodal Large Language Models

Receipt and verification

First computed	2026-07-05T11:01:09.113231Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1c0a752e169bb4ac84d9857537a25f25a31cb2ee8c2b913db7e64128c05275c9

Aliases

arxiv: 2505.06413 · arxiv_version: 2505.06413v1 · doi: 10.48550/arxiv.2505.06413 · pith_short_12: DQFHKLQWTO2K · pith_short_16: DQFHKLQWTO2KZBGZ · pith_short_8: DQFHKLQW

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/DQFHKLQWTO2KZBGZQV2TPIS7EW \
  | 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: 1c0a752e169bb4ac84d9857537a25f25a31cb2ee8c2b913db7e64128c05275c9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9a7c538da45d60a95933508378c0436f03b11c81d63a63bc564a74017452d6c7",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-05-09T20:28:17Z",
    "title_canon_sha256": "c05b94c7d02151cb7fc29641a8a90c412e22b63c139b1fb4c884a0b3cfe99c66"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.06413",
    "kind": "arxiv",
    "version": 1
  }
}