Conformal invariance - PowerPoint PPT Presentation


Set Transformer: A Framework for Attention-Based Permutation-Invariant Neural Networks

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


Self-Supervised Learning of Pretext-Invariant Representations

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

1 views • 8 slides



Overview of Planar Transmission Lines in Microwave Engineering

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

3 views • 25 slides


Special Relativity and Its Implications

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

3 views • 18 slides


Planar Transmission Lines: A Comprehensive Overview

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


Conformal Window in SU(3) Gauge Theories: IR Fixed Points and Scaling Hypothesis

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


The Fascinating Journey of Language Acquisition in Children

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


Asymptotic Structure in Physical Spacetime

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


Invariance in Posterior Distributions

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


Insights into Semiconductor Behavior and Mobility Influence

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

1 views • 8 slides


Scale vs. Conformal Invariance in Theoretical Physics

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


Exact Correlation Models in Biscalar Fishnet Theory

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


Double Patterning Lithography Techniques

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

2 views • 28 slides


High-Power Targets for Muon and Neutrino Production

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

1 views • 11 slides


Constraints on Top EW Couplings: Workshop on Top Physics at the LC

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: Introduction to Arithmetic and Algebra

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


Advanced Topics in Quantum Physics

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

1 views • 15 slides


Conformal CPW Folded Slot Antenna Array on Kapton Substrate at North Dakota State University

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


Enhancing Session-Based Recommendation with Local Invariance Model

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


Challenges in Object Recognition for Machine Learning

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

1 views • 30 slides


Overview of RegCM4 Model Features

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


Advanced Gaze Estimation Techniques: A Comprehensive Overview

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


Renormalization Group Theory & Sine-Gordon Model

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


Gravitational Waves: Probing Physics Beyond Standard Model

Investigate the novel probe of physics beyond the standard model using gravitational waves from the early universe. Explore principal sources such as inflation, preheating, and electroweak transition, providing insights into early universe dynamics. Discover how conformal symmetry breaking and other

0 views • 23 slides


Schrödinger's Equation for Conformal Symmetry

Volker Schomerus presented on Schrödinger's equation for conformal symmetry at IGST 2018 in Copenhagen. The talk was based on collaborative work with M. Isachenkov, E. Sobko, P. Liendo, Y. Linke, M. Cornagliotto, and M. and explored the implications of conformal symmetry in quantum mechanics.

0 views • 20 slides


Introduction to Hidden Markov Models

Hidden Markov Models (HMM) are a key concept in the field of Natural Language Processing (NLP), particularly in modeling sequences of random variables that are not independent, such as weather reports or stock market numbers. This technology involves understanding properties like limited horizon, ti

0 views • 33 slides


Efficient Strategies in Geometric Algorithms

Strategy optimization in geometric algorithms focusing on guessing a hidden card, data querying for quick retrieval, and intersection algorithms for polygons and polytopes in 2D and 3D spaces. Discussion on polygon representation, affine transformations, and convexity invariance.

0 views • 14 slides


Conformal Geometric Algebra for Homogeneous Geometry

This content delves into the exploration of treating points as vectors in a homogeneous viewpoint, emphasizing the significance of preserving geometric meaning despite scaling. It discusses the direct interpretation of the inner product of vectors as the distance between points, aiming to meet vario

0 views • 24 slides


RIDE: Reversal Invariant Descriptor Enhancement

Enhance your understanding of the RIDE algorithm presented at ICCV 2015, focusing on reversal invariance and image classification. Dive deep into image-level vector spatial pooling, geometric phrase pooling, and compact feature coding methods. Explore gradient-based local descriptors like SIFT and H

1 views • 41 slides


Acoustic Features for Speech Recognition: MFCC to Bottleneck Features

Acoustic features play a crucial role in Automatic Speech Recognition (ASR) systems. These features describe speech signal characteristics at each time instant, enabling machine learning models to map them into word sequences. Features like Mel-Frequency Cepstrum Coefficients (MFCC) and Bottleneck F

0 views • 12 slides


Acoustic Features in Speech Recognition: From MFCC to BNF

Acoustic features play a vital role in Automatic Speech Recognition systems by describing speech signal characteristics. Explore Mel-Frequency Cepstrum Coefficients (MFCC) and Bottleneck Features (BNF) with a focus on noise robustness and speaker invariance for effective ASR implementation.

0 views • 26 slides


Acoustic Features for Speech Recognition: MFCC to Bottleneck Features

Acoustic features are crucial in speech recognition systems, such as Mel-Frequency Cepstrum Coefficients (MFCC) and Bottleneck Features (BNF). These features describe speech signal characteristics at each time instant, enabling ASR systems to convert them into word sequences through machine learning

0 views • 35 slides


Renormalization Group Theory & Sine-Gordon Model

This document provides a detailed exploration of Renormalization Group Theory and the Sine-Gordon Model through a series of lectures. Topics covered include conceptual overviews, procedural steps, phase diagrams, symmetries, scale invariance, and order parameters, with a focus on scale-dependent pro

0 views • 22 slides


Meaning Spaces in Science: Referential Stability Insights

Explore the concepts of dense and sparse meaning spaces in scientific discourse, focusing on referential stability failures and successes. John D. Norton delves into the implications of meaning invariance, density of meaning spaces, and differences between realists and antirealists. Through examples

0 views • 12 slides


Understanding Causality, Linearity, and Time-Invariance in Signal Processing

Explore the concepts of causality, linearity, and time-invariance in signal processing. Learn how these principles impact system behavior and signal analysis, with real-world examples and implications for various systems.

0 views • 11 slides


Understanding Convolution of Discrete-Time Signals in Pattern Recognition and Signals

Learn about the representation of DT signals, response of DT LTI systems, convolution examples, and properties in the context of pattern recognition and signals processing. Topics include exploiting superposition, time-invariance, unit pulses, LTI systems, impulse response, and visualization of conv

0 views • 14 slides


Understanding Universal Behavior in 1D Integrable Systems Subject to Sudden Changes

Explore the intriguing behavior of 1D integrable systems when subjected to sudden changes, leading to universal properties and emergent phenomena. From the path to universality through Lie group symmetry to the emergence of Lorentz invariance at low energies, delve into the world of integrability an

0 views • 12 slides


Understanding the Target Space of String Theory at Large - Nathan McStay

Delve into the complexities of string theory's target space as Nathan McStay from the University of Cambridge explores the perturbative expansion in special backgrounds to probe large values of key parameters. Gain insights into interacting quantum field theories, worldsheet conformal field theory,

0 views • 22 slides


Temporal Quantile Adjustment for Conformal Prediction in Healthcare

Explore the application of temporal quantile adjustments in conformal prediction for estimating patient outcomes using physiological time-series data. Learn how to improve longitudinal coverage in predictive modeling across a population of patients by adapting to temporal dependencies.

0 views • 15 slides


Understanding Rational Conformal Field Theories in Physics

Explore the concepts of Rational Conformal Field Theories (CFT) in physics, focusing on the conformal group, transformations, applications in statistical mechanics, primary fields, and spin SU(2) fusion rules. Learn how CFT plays a crucial role in modeling sub-atomic particles and solving various ph

0 views • 22 slides