https://www.ioxa.org/library daily 0.75 2026-07-13 https://www.ioxa.org/library/evaluation-of-local-llms-for-network-traffic-packet-analysis monthly 0.5 2026-07-13 https://images.squarespace-cdn.com/content/v1/69336bb30641f0626a869055/d0ef5ce4-a7d0-4872-b0d8-c1b9b5a28776/research+process.jpg Library - Evaluation of local llms for network traffic packet analysis - Make it stand out Figure 1. Research Process https://images.squarespace-cdn.com/content/v1/69336bb30641f0626a869055/200215b7-dc8b-4143-96b7-1081ba8e38f9/Screenshot+2026-07-12+at+9.26.28%E2%80%AFPM.png Library - Evaluation of local llms for network traffic packet analysis - Make it stand out Prompt 1: Prompt Structure Used in the Llama 3.1 analysis https://images.squarespace-cdn.com/content/v1/69336bb30641f0626a869055/73b87ee1-df1e-4b62-ab80-c2ba20f71860/Screenshot+2026-07-12+at+9.30.45%E2%80%AFPM.png Library - Evaluation of local llms for network traffic packet analysis - Make it stand out Table 1. Summary of results of llama analysis https://images.squarespace-cdn.com/content/v1/69336bb30641f0626a869055/033aaa99-efa5-4445-b4a0-263e801557a9/Screenshot+2026-07-12+at+9.35.37%E2%80%AFPM.png Library - Evaluation of local llms for network traffic packet analysis - Make it stand out Table 2. Llama analysis for single packets https://images.squarespace-cdn.com/content/v1/69336bb30641f0626a869055/5a90c5a7-8b5a-497c-b899-284db6d5eba4/Screenshot+2026-07-12+at+10.11.42%E2%80%AFPM.png Library - Evaluation of local llms for network traffic packet analysis - Make it stand out Table 3. Llama 3.1 analysis using multiple packets https://images.squarespace-cdn.com/content/v1/69336bb30641f0626a869055/09dbe486-fd2d-4c38-b632-cf25b306ce0a/Screenshot+2026-07-12+at+10.16.15%E2%80%AFPM.png Library - Evaluation of local llms for network traffic packet analysis - Make it stand out Prompt 2: LLM comparison (experiments 1-4) https://images.squarespace-cdn.com/content/v1/69336bb30641f0626a869055/b8d007c8-703f-480b-8a13-b45a523d2b6f/Screenshot+2026-07-12+at+10.18.23%E2%80%AFPM.png Library - Evaluation of local llms for network traffic packet analysis - Make it stand out Prompt 3: LLM comparison (experiments 5-8) https://images.squarespace-cdn.com/content/v1/69336bb30641f0626a869055/4a3312ec-105c-4ad1-bd2e-dea8352f670b/Screenshot+2026-07-12+at+10.20.38%E2%80%AFPM.png Library - Evaluation of local llms for network traffic packet analysis - Make it stand out Figure 2: Impact of hexadecimal representation and encrypted payload on the LLM analysis https://images.squarespace-cdn.com/content/v1/69336bb30641f0626a869055/1c7996e8-f3b2-468b-b2c4-c846977a3f4d/Screenshot+2026-07-12+at+10.23.11%E2%80%AFPM.png Library - Evaluation of local llms for network traffic packet analysis - Make it stand out Table 4: Attack Identification (experiments 5-8) https://images.squarespace-cdn.com/content/v1/69336bb30641f0626a869055/29ed5ddb-e5a4-49a1-a8ca-f83ed8b8ca9b/Screenshot+2026-07-12+at+10.26.14%E2%80%AFPM.png Library - Evaluation of local llms for network traffic packet analysis - Make it stand out FIgure 3: Attack identification and attack type categorization https://images.squarespace-cdn.com/content/v1/69336bb30641f0626a869055/c8107c93-2b47-43f1-bbc0-fed57ce6163c/Screenshot+2026-07-12+at+10.40.53%E2%80%AFPM.png Library - Evaluation of local llms for network traffic packet analysis - Make it stand out FIgure 4: Each prompt is rated based on attack identification (A) and five assertions: true findings (TF), false findings (FF), attack vector (AV) identification, correct reasoning (CR), and false reasoning (FR). True statements are indicated with a cross. https://www.ioxa.org/library/policy-measures-and-cyber-insurance-a-framework monthly 0.5 2026-07-13 https://images.squarespace-cdn.com/content/v1/69336bb30641f0626a869055/6beec75e-4d0d-41ee-9dba-a93248d74f0e/TableOne.png Library - Policy measures and cyber insurance: a framework - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/69336bb30641f0626a869055/dd5c408e-a2f7-4467-b664-9b565051232f/TableTwo.png Library - Policy measures and cyber insurance: a framework - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/69336bb30641f0626a869055/96b9bc7f-4e99-41e6-88f0-83b7fe49174f/FigureOne.png Library - Policy measures and cyber insurance: a framework - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://www.ioxa.org/library/blog-post-title-one-8pyhn monthly 0.5 2026-07-13 https://www.ioxa.org/home daily 1.0 2026-03-09 https://images.squarespace-cdn.com/content/v1/69336bb30641f0626a869055/1771548059942-7K2048FYUF0DPRDMIB4L/unsplash-image-HLhvZ9HRAwo.jpg Home https://images.squarespace-cdn.com/content/v1/69336bb30641f0626a869055/1771549314659-1TBB7H25PTIZQQRH1IHF/unsplash-image-EWzWAuS1WYs.jpg Home https://images.squarespace-cdn.com/content/v1/69336bb30641f0626a869055/1771549467865-YU8F4VAX6ZK4JMIJD2Q6/unsplash-image-p9EQ5Uqny5I.jpg Home https://images.squarespace-cdn.com/content/v1/69336bb30641f0626a869055/1771547467665-HQUOX4DD7NJ31AICUPX9/unsplash-image-9zQkRU9IsDk.jpg https://images.squarespace-cdn.com/content/v1/69336bb30641f0626a869055/1771547015225-ERWMN1311B1S70OCIR9W/unsplash-image-UniC8xhlzaE.jpg https://images.squarespace-cdn.com/content/v1/69336bb30641f0626a869055/8312e53f-9a64-4b85-99d8-8ed24cb1c6f4/unsplash-image-Py2V6tUYgqw.jpg https://www.ioxa.org/our-story daily 0.75 2026-03-08 https://images.squarespace-cdn.com/content/v1/69336bb30641f0626a869055/5ecad855-9ee4-4ebb-b781-059ff5ffa41d/Our+Story.png https://images.squarespace-cdn.com/content/v1/69336bb30641f0626a869055/1771550065382-BH5SZ4HBY289APLRWTFO/unsplash-image-DVm4PXmeR6Y.jpg https://www.ioxa.org/contactus daily 0.75 2026-02-20 https://images.squarespace-cdn.com/content/v1/69336bb30641f0626a869055/1771553686984-RTDXRLIPFVSIRHFAOHRE/unsplash-image-Y5bvRlcCx8k.jpg https://www.ioxa.org/solutions daily 0.75 2026-03-30 https://images.squarespace-cdn.com/content/v1/69336bb30641f0626a869055/1771551134652-G3A5UXPYP1JE3S2ZTJWJ/unsplash-image-91AQt9p4Mo8.jpg https://images.squarespace-cdn.com/content/v1/69336bb30641f0626a869055/1771551396287-7881A5TCPRTHLUGCAVPZ/unsplash-image-SLIFI67jv5k.jpg https://images.squarespace-cdn.com/content/v1/69336bb30641f0626a869055/1771551518378-ZB4KR92HBEHE73CFSV7X/unsplash-image-7nrsVjvALnA.jpg https://images.squarespace-cdn.com/content/v1/69336bb30641f0626a869055/1771551799752-NNF0IWVHQ55PGAW9RNDC/unsplash-image-7aCNqp33Das.jpg https://images.squarespace-cdn.com/content/v1/69336bb30641f0626a869055/1771552178334-PJ1KC4F5Y2GATD5EAQPJ/unsplash-image-xG8IQMqMITM.jpg https://www.ioxa.org/privacy-policy daily 0.75 2026-02-19 https://www.ioxa.org/terms-of-use daily 0.75 2026-02-19 https://www.ioxa.org/faq-1 daily 0.75 2026-04-01