Explore the Set Transformer framework that introduces advanced methods for handling set-input problems and achieving permutation invariance in neural networks. The framework utilizes self-attention mechanisms and pooling architectures to encode features and transform sets efficiently, offering insig

9 views • 21 slides

This presentation discusses a novel approach in self-supervised learning (SSL) called Pretext-Invariant Representations Learning (PIRL). Traditional SSL methods yield covariant representations, but PIRL aims to learn invariant representations using pretext tasks that make representations similar for

0 views • 8 slides

This document details various types of planar transmission lines such as microstrip, stripline, coplanar waveguide, and slotline used in microwave engineering. It covers the characteristics, field structures for TEM mode, analysis methods, conformal mapping solutions, and considerations for effectiv

1 views • 25 slides

Explore the key principles of special relativity, including Galileo's principle of relativity and Einstein's principle of relativity. Dive into concepts like length contraction, momentum and energy conservation, and the invariance of mass-energy. Witness how observers inside and outside moving frame

0 views • 18 slides

Exploring various planar transmission lines like Microstrip, Stripline, Coplanar Waveguide, and Slotline. Understanding the field structures, analysis complexities, and solutions using conformal mapping in Stripline designs. Detailed discussions on characteristic impedance and effective width calcul

0 views • 24 slides

Study of temporal propagator behaviors near fixed points, effective masses in free fermion examples, and strategies to find zero of beta functions in SU(3) gauge theories. Investigation of coupling constants and lattice sizes to determine existence of Banks-Zaks fixed point.

0 views • 11 slides

At birth, infants cannot comprehend or produce speech, but by the age of 4, they have acquired vocabulary and grammatical rules to form various sentence structures. From vocalization to babbling and then to speech, infants progress through distinct stages in language development. Understanding how i

0 views • 32 slides

Exploring the implications of asymptotic flatness and symmetry in physical spacetime, focusing on concepts like conformal completion, Einstein's equations, and the Bondi-Metzner-Sachs group (BMS) for providing physical interpretations of mass, linear momentum, and angular rotation subgroups.

0 views • 28 slides

Exploring the insensitivity of posterior distributions to variations in prior distributions using a Poisson model applied to pancreas data. The analysis involves calculating posterior mean and standard deviation with different Gamma prior distributions. Results showcase minimal change in outcomes ac

0 views • 7 slides

Understanding the intrinsic and extrinsic behavior of semiconductors with respect to temperature dependence, carrier concentration, and mobility. Exploring the impact of temperature and doping on carrier mobility through lattice and impurity scattering effects. Examining the invariance of Fermi leve

0 views • 8 slides

Delve into the intriguing concepts of scale invariance and conformal invariance in theoretical physics through discussions on topics such as topological twist, critical phenomena, unitarity arguments, and counterexamples. Explore the fine balance between these two powerful symmetries and their impli

0 views • 19 slides

In the study of biscalar fishnet models, various operators and spectra were explored, leading to findings on exact correlation functions, strong coupling regimes, Regge limits, and more in arbitrary dimensions. The investigation delves into Lagrangian formulations, graph-building operators, conforma

0 views • 15 slides

Explore the world of lithography with a focus on double patterning techniques. From self-aligned double patterning to chemical vapor deposition methods, this comprehensive overview covers the key concepts, challenges, and solutions in advanced semiconductor manufacturing processes. Dive into the int

0 views • 28 slides

Colin Johnson advocated for a mercury jet target as the next step for muon production post-ACOL. Current studies focus on a carbon target with proton beam parameters optimized for muon generation. Carlo Rubbia discussed a potential Muon-Collider Higgs Factory concept at CERN, sparking debate on muon

0 views • 11 slides

Workshop on Top Physics at the LC in Paris discussed present and future constraints on top electroweak couplings. The talk indicated how constraints from previous measurements at LEP, Tevatron, and SLC impact realistic expectations. Composite models like Little Higgs play a significant role in top q

0 views • 20 slides

Complex variables play a crucial role in physics and engineering, offering a powerful tool for analysis and problem-solving. This content explores the basics of complex arithmetic and algebra, including operations like addition, subtraction, multiplication, and division. Understanding complex number

0 views • 13 slides

Dive deep into concepts like the Haldane Model, Chern Numbers, and Linear Response Theory in Quantum Physics. Understand the intricate relationships between magnetic fields, electron Hamiltonians, and conductivity theories. Explore the fascinating world of quantum Hall effects and gauge invariance i

0 views • 15 slides

The study conducted at North Dakota State University involves the design and analysis of a conformal CPW folded slot antenna array printed on a Kapton substrate. The research covers topics such as introduction, background, design guidelines, and measurement results. Various parameters of the antenna

0 views • 19 slides

Introducing local invariance to Session-Based Recommendation (SBR), the proposed model considers both detailed ordering and high-level session ordering. By explicitly capturing local context information and global sequential patterns, the model outperforms existing methods in predicting the next use

0 views • 19 slides

Understanding the complexities of object recognition is crucial in machine learning. Real scenes present challenges like cluttered backgrounds, varied lighting, deformation, and affordances. Viewpoint changes and input dimension hopping further complicate recognition tasks. Different approaches, suc

0 views • 30 slides

RegCM4 is a community model developed since the 1980s, with over 800 scientists contributing to its advancements. It features a fully compressible, rotating frame of reference and a limited area dynamical core based on the Penn State/NCAR Mesoscale Model 5 (MM5). The model uses hydrostatic and nonhy

0 views • 14 slides

Explore advanced gaze estimation techniques such as Cross-Ratio based trackers, Geometric Models of the Eye, Model-based Gaze Estimation, and more. Learn about their pros and cons, from accurate 3D gaze direction to head pose invariance. Discover the significance of Glint, Pupil, Iris, Sclera, and C

0 views • 40 slides

Get insights into Renormalization Group Theory and the Sine-Gordon Model through lectures covering key concepts such as field theory action, decomposition, Green's functions, model scaling, phase diagrams, symmetries, and phase transitions. Discover how scale invariance and order parameters play a r

0 views • 22 slides