Ruta Binkyte

Post Doc Researcher


Curriculum vitae


AI Fairness, Causality, LLM, AI & Society

CISPA Helmholtz Center for Information Security



MINI Blog


Nov 21, 2025

Baimės ir Vilties Mašinos

Išspausdinta Naujasis Židinys-Aidai, Nr. 7, 2025: https://nzidinys.lt/produktas/naujasis-zidinys-aidai-2025-nr-7/ TLDR157 : Abu kontrastuojantys pasakojimai – apie tai, kad dirbtinis intelektas (DI) išgelbės arba sunaikins pasaulį – yra naudingi tie...


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Oct 16, 2025

What Makes Us Human in the Age of AI?

As AI learns to speak, create, and think like us, what remains uniquely human? A reflection on creativity, empathy, and purpose in the AI era. ChatGPT5 Generated Illustration. The model has been given the essay as a context. It can be said with conf...


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Sep 28, 2025

New Paper: Interactional Fairness in Multi-Agent LLM Systems

As large language models (LLMs) are increasingly deployed within multi-agent systems, fairness is no longer just about resource allocation or procedural rules — how agents interact with one another also matters. This paper introduces a formal framework...


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Mar 12, 2025

New paper: Causality Is Key to Understand and Balance Multiple Goals in Trustworthy ML and Foundation Models

Causal machine learning (ML) cycle diagram


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