#École Polytechnique Fédérale de Lausanne

[sspacegodd]

Light is both a wave and a particle.

Right. Sounds like cognitive dissonance, or non-dualistic Hinduism ("Atman is Brahman"), or maybe Shimmer ("it's a floor wax AND a dessert topping.")

Albert Einstein suggested that light is not only a wave but is also a stream of particles.

But the damn duo would never pose for photos. Until now.

Now, using electrons to image light, scientists at EPFL have succeeded in capturing the first-ever photo of this dual behavior of light behaving both as a wave and as a particle.

[younes-ben-amara]

المهارة الرئيسية التي يتّسم بها جميع الفاعلين الناجحين في البحث العلميِّ [هي الفضول!]

[nerdwelt]

Staatliche Regulierung kann die Gefahren sozialer Medien wirksam eindämmen

Neue Forschungsergebnisse zeigen, dass staatliche Gesetze zur Kennzeichnung und Moderation gefährlicher Inhalte in sozialen Medien wirksam zur Schadensminderung beitragen können, selbst auf schnelllebigen Plattformen wie X (ehemals Twitter). Social-Media-Beiträge, die Terrorismus und Hass fördern, gefährliche Herausforderungen darstellen, die das Leben von Teenagern gefährden, oder solche, die…

[bpod-bpod]

Of Your Gourd

A novel self-supervised learning approach called CellSeg3D for fluorescence microscopy (whole mouse brain shown) to quantify cells in 3D volumes, such as in cleared tissue

Read the published research article here

Image from work by Cyril Achard and colleagues

Brain Mind Institute & Neuro X, École Polytechnique Fédérale de Lausanne (EPFL), Geneva, Switzerland

Image originally published with a Creative Commons Attribution 4.0 International (CC BY 4.0)

Published in eLife (reviewed preprint), September 2024

You can also follow BPoD on Instagram, Twitter and Facebook

[materialsscienceandengineering]

Unlocking the magnetic superpowers of topological magnons

In the ever-evolving landscape of condensed matter physics, a recent breakthrough has emerged from the collaborative efforts of researchers at the Peter Grünberg Institute (PGI-1), École Polytechnique Fédérale de Lausanne, Paul Scherrer Institut in Switzerland, and the Jülich Centre for Neutron Science (JCNS). This synergetic work, driven by the trio Manuel dos Santos Dias, Nikolaos Biniskos, and Flaviano dos Santos and led by Stefan Blügel, Thomas Brückel, and Samir Lounis, has delved into unexplored magnonic properties within Mn5Ge3, a three-dimensional ferromagnetic material. Topology, a concept pivotal in contemporary physics, has already played a transformative role in understanding electrons in solids. From quantum Hall effects to topological insulators, the influence of topology is far-reaching. In this context, the focus has shifted to magnons—collective precession of magnetic moments—as potential carriers of topological effects. Magnons, being bosons, can exhibit unique phenomena akin to their fermionic counterparts.

Read more.

[moonwatchuniverse]

45 years ago… first Swiss astronaut Claude Nicollier In 1966 Claude Nicollier became a pilot in the Swiss Air Force, switching as an airline pilot with Swiss Air by 1974. In 1978, combining this with studies in Astrophysics, Nicollier was selected a member of the first group of European Space Agency astronauts. Between 1992 & 1999 the first Swiss astronaut flew 4 space shuttle missions and maintained his role as lead ESA astronaut up to 2007. February 1996, during his third mission, STS-75, Nicollier wore the Omega Speedmaster X-33 analog-digital chronograph prototype, which was officially launched as an operational astronaut/cosmonaut toolwatch by March 1998. Official 1999 ESA/NASA portraits show him wearing a Breitling Aerospace chronograph but in May 2005, Nicollier became member of the Board of Directors of the Swatch Group and full-time Professor at the École Polytechnique Fédérale de Lausanne. (Photo: ESA/NASA)      

[rayhaber]

Kuş Gibi Uçan Robot Üretildi: Yürüyor, Sıçrıyor Görüntü Kaydediyor!

Kuşlardan İlham Alan RAVEN Robotu Gelişen teknoloji, doğanın en etkileyici yaratıklarından biri olan kuşların hareketlerini taklit edebilen robotların üretilmesine olanak tanımaktadır. RAVEN (Robotic Avian-inspired Vehicle for multiple Environments), İsviçre’deki École Polytechnique Fédérale de Lausanne (EPFL) Laboratuvarı’nda geliştirilen ve kuşların uçuş mekanizmasını etkili bir şekilde taklit…

[isfeed]

Researchers put bird legs on a drone so it can take off by jumping

EPFL’s RAVEN drone trades traditional landing gear for a pair of legs that function similar to a bird’s. | Image: Alain Herzog Researchers from the École Polytechnique Fédérale de Lausanne (EPFL) in Switzerland and UC Irvine have developed a drone capable of landing and taking off in areas that would otherwise leave a fixed-wing aircraft stranded. Their Robotic Avian-inspired Vehicle for multiple…

[samaira132187]

Unlocking Opportunities: Scholarships for Indian Students in Switzerland

Switzerland is renowned for its stunning landscapes, world-class education, and thriving job market. For Indian students dreaming of studying in this beautiful country, the good news is that various scholarships to study in Switzerland are available to ease the financial burden. These scholarships open doors to an exceptional academic experience, fostering personal growth and offering opportunities for student internships that enhance career prospects.

1. Scholarships for Indian Students in Switzerland

Switzerland offers numerous scholarship programs to international students, including those from India. These scholarships cater to various fields of study and are designed to support students financially while they pursue higher education in Switzerland's top universities. Some of the prominent scholarships available for Indian students include:

Swiss Government Excellence Scholarships: Funded by the Swiss government, these scholarships support postgraduate students from around the world, including India. They cover tuition fees, living expenses, and travel costs for students pursuing Master's or Ph.D. degrees in Swiss institutions.

ETH Zurich Excellence Scholarships: ETH Zurich, one of Switzerland's leading universities, offers excellence scholarships for international students. These scholarships support Master's programs, covering a portion of tuition fees and providing a monthly stipend to help with living costs.

University of Geneva Scholarships: The University of Geneva offers scholarships for international students, including those from India, who wish to pursue Master's programs in various fields, from science to social sciences.

Swiss Universities' Partner Scholarships: Various Swiss universities, such as the University of Bern, the University of Lausanne, and the University of Zurich, have partnerships with institutions in India. These partnerships sometimes include scholarship opportunities for Indian students, reducing the financial load of studying abroad.

2. Student Internships in Switzerland

Apart from scholarships, Indian students studying in Switzerland can explore various student internship opportunities that provide real-world experience. Switzerland is home to multinational companies and institutions, making it an ideal place for internships, especially in sectors such as finance, engineering, technology, and healthcare.

Internships in Swiss Corporates: Major Swiss companies like Nestlé, Credit Suisse, and Novartis offer internships to international students. These internships are often paid and allow students to build a network within the industry, making them highly attractive for those seeking to gain practical experience during their studies.

Research Internships: Swiss universities often have research partnerships with industry, offering internships that involve cutting-edge work in fields like robotics, artificial intelligence, and life sciences.

Non-profit and Government Internships: Switzerland’s international organizations, such as the United Nations and the International Red Cross, frequently offer internships that are suitable for students pursuing degrees in international relations, law, and humanitarian work.

3. Study Abroad in Switzerland: A Life-Changing Experience

Studying in Switzerland is not just about academics; it’s an experience that shapes your future. Switzerland is home to some of the best universities globally, such as ETH Zurich, the University of Geneva, and EPFL (École Polytechnique Fédérale de Lausanne). These institutions offer world-class education in diverse fields, including engineering, business, medicine, and humanities.

Switzerland's strong focus on research and innovation ensures that students receive exposure to the latest advancements in their fields. The multilingual environment, with courses available in English, French, German, and Italian, provides students with a unique opportunity to enhance their language skills while broadening their global perspective.

Living in Switzerland is a rewarding experience as well. The country boasts a high quality of life, excellent public transportation, and stunning natural beauty. Whether it’s hiking in the Alps or exploring Swiss cities like Zurich and Geneva, there’s no shortage of experiences to enrich your life outside the classroom.

4. Role of Overseas Education Consultants

For Indian students looking to study in Switzerland, the journey can seem daunting, with paperwork, applications, and visa processes to navigate. This is where overseas education consultants come into play. These professionals specialize in guiding students through the process of applying for scholarships, selecting universities, and securing internships.

An overseas education consultant can help students choose the right program based on their academic and career goals, provide insights into scholarship opportunities, and assist with the visa application process. Their expertise can significantly reduce the stress of studying abroad, ensuring that students are well-prepared for their adventure in Switzerland.

Conclusion

Switzerland offers a range of scholarships and opportunities for Indian students, making it an attractive destination for higher education. From the prestigious Swiss Government Excellence Scholarships to the diverse student internships available, the benefits of studying in Switzerland extend beyond academics. With the help of overseas education consultants, Indian students can unlock the door to a world-class education and a bright future in one of the most beautiful countries in the world. Whether it’s gaining a global perspective, enhancing career prospects through internships, or immersing oneself in the Swiss culture, the possibilities are endless for students eager to embark on a transformative educational journey in Switzerland.

Also read:

Cost of Study in the USA: A Comprehensive Guide

Scholarships in the USA: Opportunities for International Students

Understanding the True Cost of Studying in the USA: Key Factors to Consider

Exploring the Diverse Career Opportunities in the USA for International Graduates

[caalaadd]

EPFL Summer Research Program in Switzerland 2025 | Fully Funded

Are you looking for an international summer program? The EPFL Summer Research Program in Switzerland 2025 is a unique opportunity to undertake research at the prestigious École Polytechnique Fédérale de Lausanne. The EPFL School of Life Sciences offers this research fellowship to International undergraduate and first-year master’s students in the field of Life Sciences. With this research program…

[lejournaldupeintre]

Maryna Viazovska

Maryna Viazovska is a Ukrainian mathematician who is professor at the Chair of Number Theory at the Institute of Mathematics of the École Polytechnique Fédérale de Lausanne in Switzerland. She won a Fields Medal for solving the sphere-packing problem in dimension 8. In collaboration with others she solved the sphere-packing problem in dimension 24. Maryna Viazovska was born in Kiev, a city also…

[normally0]

Obituary: Paul Chemetov (1928–2024)

Paul Chemetov, a giant in French architecture and urban planning, passed away in Paris on June 16, 2024, at 95. Known for designing France's Ministry of Economy and renovating the Grand Gallery of Evolution, Chemetov was a committed and cultured figure. Awarded Commander of the Légion d'honneur in 2016, he also taught at École des Ponts ParisTech and École Polytechnique Fédérale de Lausanne. He is survived by his son Alexandre, and daughters Marianne and Agnès.

[levysoft]

Una nuova ricerca mostra che i grandi modelli linguistici (LLM) come il GPT-4 possono sovraperformare significativamente gli esseri umani in termini di persuasività in situazioni di dibattito faccia a faccia.

In uno studio controllato, i ricercatori della École Polytechnique Fédérale de Lausanne (EPFL) e della Fondazione italiana Bruno Kessler hanno studiato il potere persuasivo dei grandi modelli linguistici come il GPT-4 in confronto diretto con gli esseri umani.

I partecipanti sono stati divisi in modo casuale in diversi gruppi e hanno discusso argomenti controversi. Il team di ricerca ha testato quattro diverse situazioni di dibattito: umano contro umano, umano contro IA, umano contro umano contro umano con personalizzazione e modello di intelligenza artificiale umano contro personalizzato.

Nella versione personalizzata, i dibattitori hanno anche avuto accesso a informazioni di base anonime sui loro avversari.

Il risultato: GPT-4 con accesso alle informazioni personali è stato in grado di aumentare l'accordo dei partecipanti con le argomentazioni dei loro avversari di un notevole 81,7% rispetto ai dibattiti tra esseri umani.

Senza personalizzazione, il vantaggio di GPT-4 rispetto agli esseri umani era ancora positivo al 21,3%, ma non statisticamente significativo.

I ricercatori attribuiscono questo vantaggio persuasivo dell'IA personalizzata al fatto che il modello linguistico utilizza abilmente le informazioni del profilo del partecipante per formulare argomenti su misura e persuasivi.

Secondo i ricercatori, è preoccupante che lo studio abbia utilizzato solo dati di base rudimentali per la personalizzazione - eppure la persuasività di GPT-4 era già così significativa.

Gli attori malintenzionati potrebbero generare profili utente ancora più dettagliati da tracce digitali, come l'attività sui social media o il comportamento di acquisto, per migliorare ulteriormente il potere persuasivo dei loro chatbot AI. Lo studio suggerisce che tali strategie di persuasione guidate dall'IA potrebbero avere un impatto importante in ambienti online sensibili come i social media.

I ricercatori raccomandano vivamente che gli operatori di piattaforme online adottino misure per contrastare la diffusione di tali strategie di persuasione guidate dall'IA. Una possibilità sarebbe quella di utilizzare sistemi di intelligenza artificiale personalizzati in modo simile che contrastano la disinformazione con controargomentazioni basate sui fatti.

I limiti dello studio includono l'assegnazione casuale dei partecipanti a posizioni pro o contro, indipendentemente dalle loro opinioni precedenti, e il formato strutturale predeterminato dei dibattiti, che differisce dalle dinamiche delle discussioni online spontanee.

Un'altra limitazione è il limite di tempo, che può potenzialmente limitare la creatività e la persuasività dei partecipanti, specialmente nella condizione di personalizzazione in cui i partecipanti devono elaborare ulteriori informazioni.

Lo studio completo è stato condotto tra dicembre 2023 e febbraio 2024 e finanziato dalla Swiss National Science Foundation e dall'Unione europea. È pubblicato come prestampa su arXiv.

Il CEO di OpenAI Sam Altman ha recentemente avvertito del potere persuasivo sovrumano dei grandi modelli linguistici: "Mi aspetto che l'IA sia capace di persuasione sovrumana ben prima che sia sovrumana nell'intelligenza generale, il che può portare ad alcuni risultati molto strani".

[thierrylidolff]

MÉDIAS SOCIAUX : PRIORITÉ AUX MODÉRATEURS HUMAINS ?

ARTICLE Contenus haineux en ligne : oui, les modérateurs humains ont les moyens de l’emporter Publié: 21 novembre 2023, THE Conversation Marian-Andrei Rizoiu, University of Technology Sydney, Philipp Schneider, EPFL – École Polytechnique Fédérale de Lausanne – Swiss Federal Institute of Technology in Lausanne Les réseaux sociaux sont devenus les �� places publiques numériques » de notre…

[bpod-bpod]

Tumour Tracked

Tracking emergent colon tumours in real-time at the single-cell level over several weeks in a 3D lab-grown organoid system

Read the published research article here

Video from work by L. Francisco Lorenzo-Martín and Tania Hübscher, and colleagues

Laboratory of Stem Cell Bioengineering, Institute of Bioengineering, School of Life Sciences and School of Engineering, École Polytechnique Fédérale de Lausanne (EPFL), Lausanne, Switzerland

Video originally published with a Creative Commons Attribution 4.0 International (CC BY 4.0)

Published in Nature, April 2024

You can also follow BPoD on Instagram, Twitter and Facebook

[cumulations]

Resonance for August 14, 2023

Highlights of the Week

Welcome! This week we delve into the use of tools in applications of Large Language Models (LLMs). But that happens only after looking at a keynote by Yann LeCun, in which he critically analyzes the current state of LLMs and suggests additional model types necessary for real progress.

While ‘tools’ and ‘agents’ are often referenced together, it’s crucial to distinguish between them. When discussing LLMs, ‘tools’ often refer to software, applications, and resources that aid in creating, managing, deploying, or enhancing these models. This includes programming languages, libraries, platforms, APIs, among others. ‘Agents’, on the other hand, are the entities that interact with the models.

Next, we explore “Flows”, a groundbreaking AI framework from researchers at the École Polytechnique Fédérale de Lausanne (EPFL) and Paris Sciences et Lettres University (PSL University). This approach promises advances in AI system functionality by simplifying the composition of various models and tool linkages.

We then investigate how LLMs can utilize self-supervised learning to enhance their functionality, introducing the Toolformer project and its potential synergy with tools like the previously reviewed Gorilla project.

Finally, we discuss democratizing Reinforcement Learning with Human Feedback and the role of DeepSpeed-Chat in making it more accessible and affordable. Tools await us!

Towards Machines that can Learn, Reason , and Plan

To start us off, I want to draw your attention to a Keynote given by Yann LeCun at the “Impact of chatGPT” talks on July 21, 2023. The address, entitled “Towards Machines that can Learn, Reason, and Plan”, is one one of the best I’ve listened to. He notes the shortcomings of the spate of LLMs now getting big attention, and points out the likely sources of data and AI technologies which, when used in conjunction with the LLMs, could possibly address the problems. The address is available in this video recording . The slides are available as a .pdf here: Objective-Driven AI

According to LeCun, Auto-Regressive Generative Models suck. (His words. Not mine). He goes on to state that what we need are the technologies and systems that address three challenges:

Learning about and learning to use representations and predictive models of the world.

Learning to reason.

Learning to plan complex actions which satisfy objectives.

In addition to the critique of LLMs, he touches on the importance of open source AI, hybrid systems for reasoning and planning. It’s well worth your time.

Reasoning and Collaborating AI

Right after listening to Yann LeCun’s address, I came upon Flows: Building Blocks of Reasoning and Collaborating AI. It was almost as if, in response to one of the key messages of the address, this project from École Polytechnique Fédérale de Lausanne and Paris Sciences et Lettres University appeared magically.

Imagine an AI system that’s like a Lego set, with parts that can be assembled, disassembled, and reassembled in various ways to create different structures. This is the concept behind “Flows,” a new AI framework presented in this paper. Flows are like individual building blocks of computation that can communicate with each other. These blocks can be combined in numerous ways to model complex interactions among multiple AI systems and humans. The beauty of Flows is that they reduce complexity by breaking down big tasks into smaller, manageable parts.

As a proof of concept, the researchers used Flows to improve the performance of AI in competitive coding, a task that many advanced AI models find challenging. The result was a significant improvement in the AI’s proficiency. To make this new framework accessible for further research, the authors have introduced the aiFlows library, a collection of Flows that researchers can use and build upon.

How an LLM Might Use Self-supervised Learning About How to Use Tools

As you might recall, one of last week’s recommended readings was Gorilla: Large Language Model Connected with Massive APIs, the open source project which identified the best APIs to be used by LLMs for specific purposes, and guidance about how they might address them. But in this configuration, it’s not clear that an LLM will already have the skills to follow this guidance. That’s where projects and offerings like Toolformer, a language model that can teach itself to use tools, provide the potential solution.

The authors note that large language models (LLMs) have become incredibly popular mainly because of their outstanding performance on a range of natural language processing tasks. One of their most significant differentiating factors is their impressive ability to solve new tasks from just a few examples or text prompts. This makes it all the more puzzling that these ostensibly all-knowing LLMs frequently have difficulties with fundamental functions like executing arithmetic operations or with being able to access up-to-date information. At the same time, much simpler and smaller models perform remarkably well in this space. The work of researchers from Meta AI Research and Universitat Pompeu Fabra reports that Toolformer not only decides which APIs to call, when to call them and what arguments to pass, but it comes by this knowledge and skill by ‘self-supervised learning, requiring nothing more than a handful of demonstrations for each API.’ It would seem that the combination of Gorilla and Toolformer might well be a way forward.

ALL Model Learning May Not Be Self-supervised.

Reinforcement Learning with Human Feedback (RLHF) is a method where an artificial intelligence system learns to improve its actions or decisions based on feedback it receives from humans. DeepSpeed-Chat is a novel system designed to make RLHF training for powerful AI models more readily and economically available. With easy-to-use training, a scalable pipeline replicating InstructGPT, and a robust system that optimizes training and inference, DeepSpeed-Chat claims to offer efficient, cost-effective training for models with billions of parameters. Gain broader access to advanced RLHF training with DeepSpeed-Chat, fostering innovation in AI, even for data scientists with limited resources.

Thanks for reading. FYI … I do at times use GPT-3.5 to summarize articles. I do so less to have someone/something else do the writing. It’s more to check myself and determine whether I’ve identified the important points. I hope that it improves the quality of these posts. – Rich