Interjection 发表于 2025-3-21 19:28:12

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fiscal 发表于 2025-3-21 22:02:40

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不法行为 发表于 2025-3-22 03:42:16

,Concept-Based Analysis of Neural Networks via Vision-Language Models,cifications for vision tasks and the lack of efficient verification procedures. In this paper, we propose to leverage emerging multimodal, vision-language, foundation models (VLMs) as a lens through which we can reason about vision models. VLMs have been trained on a large body of images accompanied

爵士乐 发表于 2025-3-22 06:40:16

,Parallel Verification for ,-Equivalence of Neural Network Quantization,emory. However, it also brings in loss of generalization and even potential errors to the models. In this work, we propose a parallelization technique for formally . the . between quantized models and their original real-valued counterparts. In order to guarantee both . and ., mixed integer linear p

浸软 发表于 2025-3-22 09:50:14

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Ledger 发表于 2025-3-22 14:40:30

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CLEFT 发表于 2025-3-22 19:15:31

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修饰语 发表于 2025-3-22 21:24:02

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浪费物质 发表于 2025-3-23 03:21:10

Iterative Counter-Example Guided Robustness Verification for Neural Networks,y considering different types of abstraction techniques focused toward the non-linearity in the computation in the neural network. We propose a complementary approach of abstracting the neural network by discarding the neurons. Our abstraction is based on the robustness property being verified. We t

创造性 发表于 2025-3-23 05:54:10

Grundkurs Microsoft Dynamics AXout the laborious task of manual heuristic creation and tuning, data-driven approaches demonstrate significant potential by extracting crucial patterns from a small set of data points. However, at present, symbolic methods generally surpass data-driven solvers in performance. In this work, we develo
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查看完整版本: Titlebook: AI Verification; First International Guy Avni,Mirco Giacobbe,Christian Schilling Conference proceedings 2024 The Editor(s) (if applicable)