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ינואר 01, 2013
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Date:22רביעיינואר 2025הרצאה
Machine Learning and Statistics Seminar
More information שעה 11:15 - 12:15כותרת Algorithmic Dependent Generalization Bounds: Some lower and upper boundsמיקום בניין יעקב זיסקינד
Room 1 - 1 חדרמרצה Roi Livni
Tel-Aviv Universityמארגן המחלקה למדעי המחשב ומתמטיקה שימושיתצרו קשר תקציר Show full text abstract about The role of the algorithm in generalization remains one of t...» The role of the algorithm in generalization remains one of the least understood aspects of modern machine learning. Classical theories, such as VC-theory and PAC learning, posits that the sample size needed to fit a model depends only on the class to be learnt but not on the fitting algorithm itself. Yet, in practice, the algorithm plays a crucial role in avoiding overfitting. A well-studied framework to explore this possibility is Stochastic Convex Optimization, where the algorithm's influence on generalization is well established. We will discuss two recent results that try to shed light on how algorithms affect generalization.
The first result examines the sample complexity of Gradient Descent. Arguably this is one of the simplest algorithms for this setup. We will present the first tight sample complexity bounds. These bounds demonstrate how, when applied naively, Gradient Descent performs no better than a worst-case empirical risk minimizer. However, with correct parameter tuning, the algorithm achieves optimal sample complexity rates, but in a computationally inefficient manner.
The second result investigates the interplay between memorization and learning and the potential of information-theoretic generalization bounds. Contrary to the conventional view that successful learning avoids memorization, we will see that even in simple scenarios, memorization can be essential. This finding suggests that large-scale learning might, unintuitively, require complete memorization of the dataset. -
Date:22רביעיינואר 2025הרצאה
The Tiny Tip’s Tremendous Touch
More information שעה 12:30 - 14:00מיקום אולם הרצאות ע"ש גרהרד שמידטמרצה Dr. Irit Rosenhek-Goldian
Spotlight on Science lecture sponsored by the Staff Scientists Councilצרו קשר תקציר Show full text abstract about The Scanning Probe Microscopy (SPM) Unit conducts a diverse ...» The Scanning Probe Microscopy (SPM) Unit conducts a diverse range of scientific projects, spanning from the life sciences (e.g., vesicles, cells, and shells) to material science (e.g., crystals and nanoparticles). Beyond 3D topographic imaging, scanning probe microscopy provides a comprehensive understanding of a material by measuring mechanical, electrical, and other properties. Recent advancements in our unit, including correlative AFM-SEM systems and rapid scanning capabilities, expand the AFM's potential for studying dynamic processes and for more efficient data acquisition. Moreover, machine learning methods have been harnessed to improve analysis accuracy.In this talk, I will present the technique and bring examples where AFM has provided critical insight into various scientific fields by illuminating the nanoscale. -
Date:22רביעיינואר 2025אירועי תרבות
ABC CHATS- Alon Levy- Seri from Sol-Gel
More information שעה 14:00 - 15:30כותרת From Academic Research to FDA Approved Innovative Drugsמיקום בניין על-שם גרשון ואסתר סאגאן
Loungeמרצה Alon Seri-Levy - co-founder of Sol-Gel
Alon will take you on a short journey summarizing his 3 decades of experience at Sol-Gel (NASDAQ: SLGL) which licensed in technology from The Hebrew University and developed it all the way to innovative drugs on the US market. He will give examples of good decisions he made and mainly of his wrong decisions.צרו קשר תקציר Show full text abstract about Join our ABC CHATS where CEO's share their ABC'son...» Join our ABC CHATS where CEO's share their ABC'son scientific leadership, breakthroughs and failures throughout their personal stories -
Date:23חמישיינואר 2025סימפוזיונים
Physics Colloquium
More information שעה 11:15 - 12:30כותרת It takes two to tango: The physics of heterogeneous bacterial active matter systemsמיקום Physics Weissman Auditoriumמרצה Prof. Joel Stavans
Light refreshments at 11:00מארגן המחלקה לפיזיקה של מערכות מורכבותצרו קשר תקציר Show full text abstract about Non-equilibrium active matter systems often exhibit self-org...» Non-equilibrium active matter systems often exhibit self-organized, collective motion that can give rise to the emergence of coherent spatial structures. Prime examples covering many length scales range from mammal herds, fish schools and bird flocks, to insect and robot swarms. Despite significant advances in understanding the behavior of homogeneous systems in the last decades, little is known about the self-organization and dynamics of heterogeneous active matter. I will present results of bioconvection experiments with multispecies suspensions of wild-type bacteria from the hyper-diverse bacterial communities of Cuatro Ciénegas, Coahuila, whose origin dates back to the pre-Cambrian. Under oxygen gradients, these bacteria swim in auto-organized, directional flows, whose spatial scales exceed the cell size by orders of magnitude, demonstrating a plethora of amazing dynamical behaviors, including segregation. I will present evidence supporting the notion that the mechanisms giving rise to these complex behaviors are predominantly physical, and not a result of biological interactions. This research significantly advances our understanding of both heterogeneity in active matter, as well as in the dynamics of complex microbial ecological communities, bringing profound insights into their spatial organization and collective behavior. -
Date:23חמישיינואר 2025הרצאה
Vision and AI
More information שעה 12:15 - 13:15כותרת Trainable Highly-expressive Activation Functionsמיקום בניין יעקב זיסקינד
Room 1 - 1 חדרמרצה Irit Chelly & Shira Ifergane
BGUמארגן המחלקה למדעי המחשב ומתמטיקה שימושיתצרו קשר תקציר Show full text abstract about Nonlinear activation functions are pivotal to the success of...» Nonlinear activation functions are pivotal to the success of deep neural nets, and choosing the appropriate activation function can significantly affect their performance. Most networks use fixed activation functions (e.g., ReLU, GELU, etc.), and this choice might limit their expressiveness. Furthermore, different layers may benefit from diverse activation functions. Consequently, there has been a growing interest in trainable activation functions. In this paper, we introduce DiTAC, a trainable highly-expressive activation function based on an efficient diffeomorphic transformation (called CPAB). Despite introducing only a negligible number of trainable parameters, DiTAC enhances model expressiveness and performance, often yielding substantial improvements. It also outperforms existing activation functions (regardless whether the latter are fixed or trainable) in tasks such as semantic segmentation, image generation, regression problems, and image classification. The talk is based on [Chelly et. all, ECCV '24].
Paper:
https://arxiv.org/abs/2407.07564
Speakers' short bio:
Irit Chelly is a PhD student in the Computer Science department at Ben-Gurion University, where she also earned her M.Sc., under the supervision of Dr. Oren Freifeld in the Vision, Inference, and Learning group. Her research focuses on probabilistic clustering using non-parametric Bayesian models and unsupervised learning. Her previous projects involved spatial transformations and dimensionality reduction in video analysis, and generative models. Irit won the national-level Aloni PhD scholarship from Israel's Ministry of Technology and Science as well as the BGU Hi-tech scholarship for excellent PhD students, and received annually awards and instructor rank for outstanding teaching skills in essential courses in the Computer Science department.
Shira Ifergane is an MSc Computer Science student at BGU, working at the Vision, Inference, and Learning group under the supervision of Prof. Oren Freifeld. Shira co-authored an ECCV 2024 paper and has won the national MS scholarship for AI and Data Science research from Israel's Council for Higher Education. Her current research centers on efficient deep models for video analysis. -
Date:23חמישיינואר 2025הרצאה
Geometric Functional Analysis and Probability Seminar
More information שעה 13:30 - 15:00כותרת Affirmative Resolution of Bourgain's Slicing Problem using Guan's Boundמיקום בניין יעקב זיסקינד
Room 155 - חדר 155מרצה Bo'az Klartag
Weizmann Institute of Scienceמארגן המחלקה למתמטיקהצרו קשר תקציר Show full text abstract about We provide the final step in the resolution of Bourgain'...» We provide the final step in the resolution of Bourgain's slicing problem in the affirmative. Thus we establish the following theorem: for any convex body K in R^n of volume one, there exists a hyperplane H, such that the (n-1)-dimensional volume of the intersection of K with H is at least c. Here c > 0 is a universal constant. Our proof combines Milman's theory of M-ellipsoids, stochastic localization with a recent bound by Guan, and stability estimates for the Shannon-Stam inequality by Eldan and Mikulincer.
Joint work with J. Lehec. -
Date:23חמישיינואר 2025הרצאה
Special Guest Seminar
More information שעה 13:30 - 15:00כותרת When is the ring of invariants a polynomial ring?מיקום בניין יעקב זיסקינד
Room 1 - 1 חדרמרצה Ami Braun
University of Haifaמארגן המחלקה למתמטיקהצרו קשר תקציר Show full text abstract about Let G < GL(V) be a finite group, where V is finite dimens...» Let G < GL(V) be a finite group, where V is finite dimensional over F, S(V) is the symmetric algebra of V and S(V)^G the subring of G-invariants.
Suppose (charF,|G|)=1. A classical result of Shephard-Todd-Chevalley-Serre asserts that S(V)^G is a polynomial ring iff G is generated by pseudo-reflections.
We shall describe answers to the above question in case char(F) divides |G|.
Time permitting, an application to the classification problem of isolated quotient singularities (over alg. closed fields of prime char.) will be indicated. -
Date:27שניינואר 2025הרצאה
Integrating Peptides and DNA for Tailored Material Design
More information שעה 11:00 - 12:00מיקום Schmidt Lecture Hallמרצה Dr. Zohar A. Arnon מארגן המחלקה לכימיה מולקולרית ולמדע חומריםצרו קשר תקציר Show full text abstract about In nature, sequence-specific biopolymers, such as peptides a...» In nature, sequence-specific biopolymers, such as peptides and nucleic acids, are essential to various biological systems and processes. These biopolymers are utilized in materials science to achieve precise property control. Typically, variations in amino acid sequences focus on functional regulation while nucleotides are used for structural control. This raises the question: How can we integrate peptide-based functionality with the spatial precision of DNA nanotechnology for innovative material design? Here, I will present examples illustrating the incredible properties of peptide self-assembly from my PhD, and the remarkable nanoarchitecture design achieved through DNA nanotechnology from my Postdoc. These two key elements establish a vision of utilizing and synergizing peptide functionality with structural control achieved by DNA nanotechnology.Specifically, I will show how subtle changes in the molecular environment influence the morphology and behavior of peptide assemblies such as diphenylalanine crystals and enable control over their growth and disassembly processes, revealing insights into peptide-based material manipulation (Nat. Commun., 2016). Another example is that of the amorphous assemblies of tri-tyrosine peptides, where we linked the molecular arrangement to unique mechanical and optical properties of glass-like peptide structures (Nature, 2024).Next, I will introduce the principles of DNA nanotechnology for advanced structural control. By designing DNA nano-frames capable of self-assembling into organized lattices, we created micron-scale 3D materials. We discovered that a minor modification in DNA linker length induces a crystalline phase transition, from simple cubic to face-centered cubic structures, altering lattice geometry. In addition, we established a method using acoustic waves to achieve scalable and morphologically controllable DNA assemblies at the millimetric scale (Nat. Commun., 2024). This approach highlights how DNA nanotechnology provides unparalleled spatial control, decoupling structural architecture from functional elements such as peptides and nanoparticles. Together, these projects illustrate how peptides and DNA nanotechnology can be potentially integrated to engineer novel materials and enhance our capacity to design materials with tailored properties across scales. -
Date:27שניינואר 2025סימפוזיונים
Physics Colloquium
More information שעה 11:15 - 12:30כותרת Programmable quantum many-body physics with Rydberg atom arraysמיקום ספרית הפיסיקה על שם נלה וליאון בנוזיומרצה Dr. Tom Manovitz
Light refreshments will be served at 11:00מארגן המחלקה לפיזיקה של מערכות מורכבותצרו קשר תקציר Show full text abstract about Programmable quantum platforms have emerged as powerful tool...» Programmable quantum platforms have emerged as powerful tools for studying quantum many-body phenomena, with applications ranging from condensed matter and high energy physics to quantum algorithms. In this talk, I will discuss recent developments involving programmable Rydberg atom arrays, which allow for precise and coherent control of hundreds of atoms in two dimensions, along with individual addressability and reconfigurable geometry. First, I will describe explorations of ordering dynamics in a quantum magnet following a quantum phase transition. Using individual atom control, we uncover the interplay of quantum criticality and non-equilibrium phenomena, and observe long-lived oscillations of the order parameter akin to an amplitude (“Higgs”) mode, with interesting implications near the quantum critical point. I will then describe the digital realization of the Kitaev honeycomb model, including observation of an exotic non-Abelian spin-liquid, as well as the use of topological order to design a programmable fermionic simulator. These measurements introduce new avenues for the study of quantum criticality and fermionic models, respectively. Finally, I will briefly discuss future opportunities in explorations of quantum many-body physics with atom arrays, with emphasis on new frontiers in the study of quantum criticality. -
Date:27שניינואר 2025הרצאה
Midrasha on Groups Seminar
More information שעה 11:15 - 13:00כותרת The Gaboriau–Lyons theorem and uncountably many non-OE actionsמיקום גולדסמית-מתמטיקה
Room 208 - חדר 208מרצה Yuval Grofine
Weizmannמארגן המחלקה למתמטיקהצרו קשר תקציר Show full text abstract about The (hi)story of amenable groups starts with von-Neumann, wh...» The (hi)story of amenable groups starts with von-Neumann, who tried to explain the Banach–Taraski–Hausdorff paradox. He observed that the paradox is in fact a consequence of what will later be called the "non-amenability" of the free group on two generators. It led him to ask whether it's true that the phenomenon of a group being non-amenable is always a consequence of having F2 as a subgroup. This became known as "von-Neumann's problem", and was settled to the negative be Ol'shanskii in 1950. The story takes a surprising turn 60 years later: in the perspective of measured group theory, Gaboraiu and Lyons provided a "positive" answer to von-Neumann: they showed that any non-amenable group "measure theoretically" contains a free subgroup. I will introduce (and not prove!) the theorem, and show a consequence of it, due to Epstein: a group is non-amenable if and only if it admits uncountably many non-OE actions.
The talk is based on this survey by Houdayer. -
Date:27שניינואר 2025הרצאה
Midrasha on Groups Seminar
More information שעה 14:15 - 16:00כותרת Detection of homomorphisms via metric-functionalsמיקום בניין יעקב זיסקינד
Room 1 - 1 חדרמרצה Ariel Yadin
BGUמארגן המחלקה למתמטיקהצרו קשר תקציר Show full text abstract about Metric-functionals play an analogous role to linear function...» Metric-functionals play an analogous role to linear functionals for general metric spaces, where there is no linear structure. On Cayley graphs these objects identify with "horofunctions" or more apropriately metric-functionals. As observed 20 years ago by Anders Karlsson these objects are useful also for detection or construction of homomorphisms into abelian groups. In many cases, finding such homomorphisms from finite index subgroups enables a decomposition of the group into "smaller" structures, so that one can inductively understand the geometric structure. (This was done for example by Gromov in his famous theorem regarding polynomial growth, but also in many other cases.) We can prove that it is not always possible to detect homomorphisms using the metric-functional boundary of a Cayley graph. We thus extend the notion of Cayley graphs to a broader class of metric spaces which we call "Banach metrics". We prove that these can always detect (virtual) homomorphisms in their metric-functional boundary. This provides a new way of searching for these kinds of decompositions, by creatively constructing suitable Banach metrics.
All notions will be explained during the talk, no prior knowledge is required.
Based on joint works with Liran Ron-George. -
Date:28שלישיינואר 2025הרצאה
From Microbes to Human Brains: Unraveling and Targeting Amyloids via Advanced Structural Biology Tools
More information שעה 14:00 - 15:00מיקום אולם הרצאות ע"ש גרהרד שמידטמרצה Dr. Einav Tayeb-Fligelman מארגן המחלקה לביולוגיה מבנית וכימית -
Date:29רביעיינואר 2025הרצאה
Special Guest Seminar
More information שעה 11:00 - 12:00כותרת Mapping Antibody-Mediated Mechanisms of Protection Against Shigellaמיקום בניין ע"ש מקס ולילאן קנדיוטי
Auditoriumמרצה Dr. Biana Bernshtein
Ragon Institute of MGH, MIT and Harvardמארגן המחלקה לאימונולוגיה ורגנרציה ביולוגיתצרו קשר -
Date:30חמישיינואר 2025סימפוזיונים
In honor of the 100th birthday of Prof. Yigal Talmi
More information שעה 11:15 - 12:30כותרת Factorization and Universality in Nuclear Physicsמיקום Physics Weissman Auditoriumמרצה Prof. Nir Barnea מארגן הפקולטה לפיזיקהצרו קשר תקציר Show full text abstract about The study of dilute, strongly interacting quantum gases reve...» The study of dilute, strongly interacting quantum gases revealsuniversal properties that transcend the specifics of individualsystems. These features arise from their short-range behaviorand are encapsulated in a key quantity called the “contact”, whichquantifies the probability of two particles being in close proximity.In this talk, I will introduce the contact theory and its extension tonuclear and molecular systems beyond the zero-range limit. I willdemonstrate its applicability in analyzing nuclear electronscattering and photo absorption reactions.Additionally, I will discuss how mean-field approximations, such asthe nuclear shell model, can effectively estimate the contact,offering valuable insights into the underlying physics. -
Date:30חמישיינואר 2025הרצאה
Vision and AI
More information שעה 12:15 - 13:15כותרת Understanding and Enhancing Deep Neural Networks with Automated Interpretabilityמיקום בניין יעקב זיסקינד
Room 1 - 1 חדרמרצה Tamar Rott Shaham
MITמארגן המחלקה למדעי המחשב ומתמטיקה שימושיתצרו קשר תקציר Show full text abstract about Deep neural networks are becoming incredibly sophisticated; ...» Deep neural networks are becoming incredibly sophisticated; they can generate realistic images, engage in complex dialogues, analyze intricate data, and execute tasks that appear almost human-like. But how do such models achieve these abilities?
In this talk, I will present a line of work that aims to explain behaviors of deep neural networks. This includes a new approach for evaluating cross-domain knowledge encoded in generative models, tools for uncovering core mechanisms in large language models, and their behavior under fine-tuning. I will show how to automate and scale the scientific process of interpreting neural networks with the Automated Interpretability Agent, a system that autonomously designs experiments on models’ internal representations to explain their behaviors. I will demonstrate how such understanding enables mitigating biases and enhancing models’ performance. The talk will conclude with a discussion of future directions, including developing universal interpretability tools and extending interpretability methods to automate scientific discovery.
Bio:
Tamar Rott Shaham is a postdoctoral researcher at MIT CSAIL in Prof. Antonio Torralba’s lab. She earned her PhD from the ECE faculty at the Technion, supervised by Prof. Tomer Michaeli. Tamar has received several awards, including the ICCV 2019 Best Paper Award (Marr Prize), the Google WTM Scholarship, the Adobe Research Fellowship, the Rothchild Postdoctoral Fellowship, the Vatat-Zuckerman Postdoctoral Scholarship, and the Schmidt Postdoctoral Award. -
Date:30חמישיינואר 2025הרצאה
Genomic and functional approaches to modeling and targeting cancer aneuploidy announced
More information שעה 15:00 - 16:00מיקום בניין לביוכימיה על שם נלה וליאון בנוזיומרצה Prof. Uri Ben-David, Prof. Uri Ben-David
Dept of Human Molecular Genetics & Biochemistry, Faculty of Medicine, Tel-Aviv Universityמארגן המחלקה למדעים ביומולקולרייםצרו קשר תקציר Show full text abstract about Aneuploidy, an imbalanced number of chromosomes or chromosom...» Aneuploidy, an imbalanced number of chromosomes or chromosome arms, is a genetic hallmark of cancer cells, yet aneuploidy remains a biological enigma and a missed opportunity for cancer therapy. My lab applies experimental and computational approaches to dissect the basic biology underlying cancer aneuploidy and to study its cellular consequences. In this seminar, I will focus on an unpublished study in which we discovered an important role for a recurrent aneuploidy in driving brain metastasis, revealed the underlying molecular mechanism, and identified a therapeutically-relevant cellular vulnerability that is associated with this common aneuploidy. -
Date:30חמישיינואר 2025הרצאה
Special Clore Seminar - The Clore Center for Biological Physics
More information שעה 16:15 - 18:00כותרת The Physics of Ancient Chromosomesמיקום ספרית הפיסיקה על שם נלה וליאון בנוזיומרצה Prof. Erez Lieberman Aiden
Refreshments at 16:00מארגן מרכז לפיזיקה ביולוגית עש קלורצרו קשר תקציר Show full text abstract about We report that skin from a female woolly mammoth (†Mammuthus...» We report that skin from a female woolly mammoth (†Mammuthus primigenius) that died 52, 000 years ago retained its ancient genome architecture. We hypothesize that, shortly after this mammoth’s death, the sample spontaneously freeze-dried in the Siberian cold, leading to a glass transition that preserved subfossils of ancient chromosomes at nanometer scale. This talk will explore the physics that underlies the preservation of ancient chromosomes. FOR THE LATEST UPDATES AND CONTENT ON SOFT MATTER AND BIOLOGICAL PHYSICS AT THE WEIZMANN, VISIT OUR WEBSITE: https://www.biosoftweizmann.com/ -
Date:02ראשוןפברואר 2025הרצאה
Methane mitigation by unique redox couplings in freshwater sediments
More information שעה 11:00 - 12:00מיקום בניין משפחת זוסמן
M. Magaritz seminar roomמרצה Orit Sivan מארגן המחלקה למדעי כדור הארץ וכוכבי הלכתתקציר Show full text abstract about This talk tests the ability of natural freshwater lakes and ...» This talk tests the ability of natural freshwater lakes and margins to attenuate the emissions ofthe greenhouse gas methane (CH4) to the atmosphere under warming climate. I will show howmicrobial communities manage to survive and mitigate methane emissions under energylimited, highly reduced conditions of deep methanogenic lake sediments, through redoxcouplings of methane to Mn-Fe-N. Complex redox couplings between those species were alsoexplored in thermokarst lakes and margins, which are extensively formed by permafrost thawin the Arctic. The cycles were quantified using geochemical and microbial profiles, togetherwith stable isotope probing experiments close to natural conditions. The profiles andincubations show active microbial population that exhibit surprisingly both aerobic andanaerobic methane oxidation in methanogenic sediments and upland Arctic soils, fueled bynitrogen and iron redox cycles. -
Date:02ראשוןפברואר 2025הרצאה
The Clore Center for Biological Physics
More information שעה 12:45 - 14:30כותרת Design principles of protein-DNA Recognition Specificity in Embryonic Stem Cellsמיקום בניין לפיזיקה על-שם נלה וליאון בנוזיומרצה David B. Lukatsky
Lunch at 12:45מארגן מרכז לפיזיקה ביולוגית עש קלורצרו קשר תקציר Show full text abstract about Transcription factors (TFs) bind genomic DNA regulating gene...» Transcription factors (TFs) bind genomic DNA regulating gene expression and developmental programs in embryonic stem cells (ESCs). Even though comprehensive genome-wide molecular maps for TF-DNA binding are experimentally available for key pluripotency-associated TFs, the understanding of molecular design principles responsible for TF-DNA recognition remains incomplete. In this talk, I will show that binding preferences of key pluripotency TFs exhibit bimodality in the local GC-content distribution. Sequence-dependent binding specificity of these TFs is distributed across three major contributions. First, local GCcontent is dominant in high-GC-content regions. Second, recognition of specific k-mers is predominant in low-GC-content regions. Third, short tandem repeats (STRs) are highly predictive in both low- and high-GC-content regions. In sharp contrast, binding preferences of a key oncogenic protein, c-Myc, are exclusively dominated by local GC-content and STRs in high-GC-content genomic regions. I will propose that the transition in the TF-DNA binding landscape upon ESC differentiation is solely regulated by the concentration of c-Myc, which forms a bivalent c-Myc-Max heterotetramer upon promoter binding, competing with key pluripotency factors. Taken together, these findings point out that c-Myc may significantly affect the genome-wide TF-DNA binding landscape, chromatin structure, and enhancerpromoter interactions.FOR THE LATEST UPDATES AND CONTENT ON SOFT MATTER AND BIOLOGICAL PHYSICS AT THE WEIZMANN, VISIT OUR WEBSITE: https://www.biosoftweizmann.com/ -
Date:03שניפברואר 2025כנסים
Weizmann neuroscience research symposium
More information שעה 08:00 - 08:00מיקום מרכז כנסים על-שם דויד לופאטייושב ראש Rony Pazמארגן מכון עזריאלי לחקר המוח ומערכת העצבים
