Athanasios Vlontzos, PhD's Avatar

Athanasios Vlontzos, PhD

@vlontzos.bsky.social

Causal ML Research @ Spotify - Causality in ML and Medical Imaging @ Imperial College London Formerly: Leading AI @ Zeit Medical

47 Followers  |  55 Following  |  7 Posts  |  Joined: 12.11.2024  |  1.4062

Latest posts by vlontzos.bsky.social on Bluesky

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🀯 One book 10 pages. 100 TRILLION poems. And how it helps us understand LLMs a 🧡 🀯
Cent mille milliards de poèmes, is a real book by Raymond Queneau! It lets you create 100,000,000,000,000 different sonnets just by mixing and matching lines! 🀯 #LLM #AI #Poetry #Books #MindBlown
🧡 1/7

06.02.2025 14:16 β€” πŸ‘ 6    πŸ” 1    πŸ’¬ 1    πŸ“Œ 0
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Excited to attend #NeurIPS2024 in Vancouver next week!

If you’re interested in chatting about Spotify’s work, causal ML, or the future of AI, let’s connect. Use this link to schedule a meeting: calendly.com/athanasiosvl....

Looking forward to great discussions and insights!

06.12.2024 14:31 β€” πŸ‘ 0    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0

πŸ“’ 5 days to @neuripsconf.bsky.social 2024! We're presenting our poster "Benchmarking Counterfactual Image Generation"!

πŸ—“οΈ When: Wed, Dec 11, 11 a.m.–2 p.m. PST
πŸ“ Where: West Ballroom A-D (#5008), Vancouver

Interested in counterfactual image generation or evaluation frameworks? Come chat! πŸš€

06.12.2024 14:04 β€” πŸ‘ 2    πŸ” 1    πŸ’¬ 1    πŸ“Œ 0

Reach out if you are attending @neuripsconf.bsky.social next week to discuss the amazing work we do at @SpotifyResearch

02.12.2024 13:47 β€” πŸ‘ 0    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0

We tackle a key challenge: estimating causal effects for complex treatments (text, images, etc.).

βœ… Novel contrastive learning approach
βœ… Unbiased causal estimates
βœ… Outperforms on synthetic & real-world data

Implications for recsys, drug discovery & more!

#CausalInference #AI #MachineLearning

02.12.2024 13:45 β€” πŸ‘ 0    πŸ” 0    πŸ’¬ 1    πŸ“Œ 0
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Contrastive representations of high-dimensional, structured treatments Estimating causal effects is vital for decision making. In standard causal effect estimation, treatments are usually binary- or continuous-valued. However, in many important real-world settings, treat...

πŸš€ Just dropped our latest research from @spotify Advanced Causal Inference Lab: β€œContrastive Representations of High-Dimensional, Structured Treatments” πŸ“œ

arxiv.org/abs/2411.19245

02.12.2024 13:45 β€” πŸ‘ 5    πŸ” 1    πŸ’¬ 1    πŸ“Œ 0

Proud of our students for leading this effort! See you all in a couple weeks @neuripsconf.bsky.social !

26.11.2024 18:12 β€” πŸ‘ 0    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0

Thank you to my co-authors @bernhardkainz.bsky.social and C. MΓΌller

25.11.2024 13:50 β€” πŸ‘ 1    πŸ” 1    πŸ’¬ 0    πŸ“Œ 0
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Thrilled to announce my contribution to a soon-to-be-released book on Trustworthy AI for Medical Imaging! πŸš€I co-authored a chapter on causal reasoning with AI, exploring how it can enhance reliability & fairness in real-world clinical applications.
Stay tuned! πŸ§ πŸ“š#AI #Causality

25.11.2024 13:50 β€” πŸ‘ 3    πŸ” 0    πŸ’¬ 1    πŸ“Œ 0

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