Dilyara Bareeva's Avatar

Dilyara Bareeva

@dilya.bsky.social

PhD Candidate in Interpretability @FraunhoferHHI | 📍Berlin, Germany dilyabareeva.github.io

777 Followers  |  500 Following  |  5 Posts  |  Joined: 17.01.2024  |  1.3167

Latest posts by dilya.bsky.social on Bluesky

Manipulating Feature Visualizations with Gradient Slingshots Feature Visualization (FV) is a widely used technique for interpreting concepts learned by Deep Neural Networks (DNNs), which synthesizes input patterns that maximally activate a given feature....

Paper: openreview.net/forum?id=Tgc...
Code: github.com/dilyabareeva...

29.11.2025 16:38 — 👍 3    🔁 0    💬 0    📌 0

Huge thanks to my fantastic co-authors Marina MC Höhne, Alexander Warnecke, @lpirch.bsky.social, Klaus-Robert Müller, @rieck.mlsec.org, @slapuschkin.bsky.social, @kirillbykov.bsky.social, and to the UMI Lab, @aifraunhoferhhi.bsky.social, @xai-berlin.bsky.social and @bifold.berlin for the support!

29.11.2025 16:38 — 👍 3    🔁 1    💬 1    📌 0
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Our lightweight adversarial fine-tuning attack lets you bend a feature to visualize any arbitrary concept. Off-manifold, we impose a hyperbolic activation landscape with its optimum at the target, while preserving on-distribution activations through a weighted two-term loss. 🕵️‍♀️

29.11.2025 16:38 — 👍 1    🔁 1    💬 1    📌 0
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✈️🇲🇽 Next Wednesday (Dec 3), 1–4 p.m. CST, I’ll be presenting Manipulating Feature Visualizations with Gradient Slingshots at NeurIPS 2025 in Mexico City!

Feature Visualization has long been a staple interpretability tool. Our work shows it’s far from reliable! 🚨

29.11.2025 16:38 — 👍 9    🔁 4    💬 1    📌 0
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GitHub - dilyabareeva/quanda: A toolkit for quantitative evaluation of data attribution methods. A toolkit for quantitative evaluation of data attribution methods. - dilyabareeva/quanda

Sadly, I wasn’t able to make it to NeurIPS this year. For anyone attending, check out our quanda poster at the ATTRIB workshop tomorrow (Saturday) from 3 to 4:30 pm, presented by Galip Ümit Yolcu and Anna Hedström!

GitHub: github.com/dilyabareeva...
Paper: arxiv.org/abs/2410.07158

13.12.2024 08:01 — 👍 6    🔁 0    💬 0    📌 0

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