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    Home»Development»Machine Learning»Interpreting and Improving Optimal Control Problems With Directional Corrections

    Interpreting and Improving Optimal Control Problems With Directional Corrections

    April 2, 2025

    Many robotics tasks, such as path planning or trajectory optimization, are formulated as optimal control problems (OCPs). The key to obtaining high performance lies in the design of the OCP’s objective function. In practice, the objective function consists of a set of individual components that must be carefully modeled and traded off such that the OCP has the desired solution. It is often challenging to balance multiple components to achieve the desired solution and to understand, when the solution is undesired, the impact of individual cost components. In this paper, we present a framework…

    Source: Read More 

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    CVE-2024-11861 – EnerSys AMPA Remote Command Injection Vulnerability

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    CVE-2025-46560 – LLaMA LLM Multimodal Tokenizer Resource Exhaustion

    April 30, 2025

    CVE ID : CVE-2025-46560

    Published : April 30, 2025, 1:15 a.m. | 1 hour, 52 minutes ago

    Description : vLLM is a high-throughput and memory-efficient inference and serving engine for LLMs. Versions starting from 0.8.0 and prior to 0.8.5 are affected by a critical performance vulnerability in the input preprocessing logic of the multimodal tokenizer. The code dynamically replaces placeholder tokens (e.g., , ) with repeated tokens based on precomputed lengths. Due to ​​inefficient list concatenation operations​​, the algorithm exhibits ​​quadratic time complexity (O(n²))​​, allowing malicious actors to trigger resource exhaustion via specially crafted inputs. This issue has been patched in version 0.8.5.

    Severity: 6.5 | MEDIUM

    Visit the link for more details, such as CVSS details, affected products, timeline, and more…

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