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Speaker: Dr Peter Koepernik
Time: 17:00-18:00
Seminar Room 2, Wolfson College & Online (Teams link).
Biography:
Peter is a Research Scientist at OpenAI working on sub-quadratic attention mechanisms to improve long-context performance of large language models. He recently completed a DPhil in Statistics at Oxford, with research in probability theory, stochastic analysis, numerical SDE methods, and reinforcement learning under partial observability. More broadly, he is interested in how mathematical approaches can help make machine learning algorithms more scalable, robust, and useful.
Abstract:
When a reinforcement learning agent has access only to partial observations of its environment, optimal decision-making generally requires retaining and using information from the past. This work characterizes the properties a learned memory representation must satisfy for an optimal policy to be expressible as a function of that representation. Building on this, we introduce an auxiliary training objective that encourages deep reinforcement learning agents to learn such memory functions. Empirical results across a diverse set of environments demonstrate that this approach can substantially improve performance under partial observability.
Speaker: Dr Sepi Chakaveh
Date: TBA | Time: TBA
TBA
Biography:
Dr Sepideh (Sepi) Chakaveh has a degree in Electronics Engineering & a PhD in Experimental Astrophysics & Space Sciences. She has worked both in the UK & Germany as senior scientist/academic including, Imperial College, Max Planck Institute in Heidelberg, Fraunhofer Society & Southampton University where she was the co-founder and the former Director of Southampton Data Science Academy, the first UK on-line Data Science academy. Sepi is Research Common Room Member of Wolfson College Oxford, member of the advisory board of the Royal Holloway College Cyber Security Doctoral Training Centre, the winner of Everywoman Innovator Award 2020, and Technology Gamechanger 2021, Winner of The Innovation Excellence Streaming Platform of the Year 2022 and the Winner of Video AI Technology Specialists of the Year 2022, 5V DeepTech Ambassodor 2023 and OLLIE Researcher of 2025 Award Winner. Sepi is the inventor of PixselChat (flagship product of Pixsellar) a multiple award bearing next generation of data communication platforms with embedded real-time translation capabilities. PixselChat is a real-time multilingual communication platform developed by Pixelar Ltd that seamlessly integrates text, voice, and video with live translation, enabling natural, free-flowing conversations across languages and locations. Designed as a full-fledged telecommunications solution, it removes linguistic and geographic barriers for teams, organisations, and communities operating in complex, high-stakes environments. Notably, PixselChat literally saved lives during a multinational/multilingual rowing charity mission, where its offline real-time translation enabled multilingual crew members to communicate during a life-threatening emergency at sea—demonstrating its reliability, resilience, and real-world impact beyond conventional communication tools.
Abstract:
This online talk explores the remarkable evolution of humanity’s digital journey — from the earliest foundations of computation and the emergence of the internet to today’s interconnected, AI-governed digital ecosystem that is reshaping communication, knowledge, business, and society itself. The lecture examines the current state of the Digital Universe, where artificial intelligence acts not only as a tool but as a governing intelligence that amplifies human capability to create entirely new forms of interaction between people and machines to face some of the current physical challanges. Looking toward the future, the talk reflects on how immersive, multilingual, and intelligent systems will redefine global collaboration, learning, and cultural exchange.
Through PixselChat Live, participants from around the world will be able to experience the lecture simultaneously in 20 languages, listen in real time in their preferred language, and follow live transcripts generated instantly — all delivered in the speaker’s own voice. This groundbreaking experience demonstrates how AI-powered communication can make advanced ideas universally accessible, bringing humanity closer within the expanding Digital Universe.
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