No Representation, No Trust: Connecting Representation, Collapse, and Trust Issues in PPO
Author(s) : Skander Moalla, Andrea Miele, Razvan Pascanu, Caglar Gulcehre, Proximal Policy Optimization (PPO), a popular on-policy reinforcement learning (RL) method, is not immune to the challenges posed by non-stationarity in RL environments. Despite the common belief that on-policy methods can train indefinitely, this study reveals that PPO agents are also susceptible to feature rank deterioration and loss of plasticity, which can lead to a collapse in performance. The auth [...]
Spectrally Pruned Gaussian Fields with Neural Compensation
Author(s) : Runyi Yang, Zhenxin Zhu, Zhou Jiang, Baijun Ye, Xiaoxue Chen, Yifei Zhang, Yuantao Chen, Jian Zhao, Hao Zhao SUNDAE, a memory-efficient Gaussian field, addresses the high memory consumption issue associated with 3D Gaussian Splatting, a novel 3D representation known for its fast rendering speed and high rendering quality. The high memory footprint of well-trained Gaussian fields, which can utilize millions of Gaussian primitives and hundreds of megabytes of memory, i [...]
Online Customer Support: A Complete Guide
Covid-19 has transformed the way we live, work, and interact, and its impact will be felt for years to come. The pandemic accelerated the shift towards digital solutions, with people relying heavily on online tools and platforms for various aspects of their daily lives, including work, education, shopping, and social connections. As such, businesses had to rapidly adapt their practices, particularly in the realm of customer support, to keep up with the changing landscape. The move towards onl [...]
CharacterFactory: Sampling Consistent Characters with GANs for Diffusion Models
Author(s) : Qinghe Wang, Baolu Li, Xiaomin Li, Bing Cao, Liqian Ma, Huchuan Lu, Xu Jia CharacterFactory is a groundbreaking framework that enables the sampling of new characters with consistent identities in the latent space of Generative Adversarial Networks (GANs) for diffusion models. This innovative approach addresses the limitations of current text-to-image models, which cannot directly generate images with consistent, newly coined identities. The framework considers the [...]
ConsistentID: Portrait Generation with Multimodal Fine-Grained Identity Preserving
Author(s) : Jiehui Huang, Xiao Dong, Wenhui Song, Hanhui Li, Jun Zhou, Yuhao Cheng, Shutao Liao, Long Chen, Yiqiang Yan, Shengcai Liao, Xiaodan Liang ConsistentID is a groundbreaking method designed for diverse identity-preserving portrait generation using fine-grained multimodal facial prompts and a single reference image. This innovative approach addresses the limitations of existing diffusion-based technologies, which struggle to achieve high-fidelity and detailed identit [...]
How to Integrate Chatbot with Facebook Messenger
Are you seeking innovative ways to enhance your Facebook Messenger communications? With Appy Pie's Chatbot Builder, you can now design and develop an informative Facebook messenger chatbot that elevates your user engagement. In this comprehensive step-by-step guide, we'll walk you through the process of how to create facebook chatbot. Additionally, discover the benefits of integrating a chatbot within Facebook Messenger, including expanded reach, personalized interactions, and the potential for [...]
PuLID: Pure and Lightning ID Customization via Contrastive Alignment
Author(s) : Zinan Guo, Yanze Wu, Zhuowei Chen, Lang Chen Qian He The paper introduces Pure and Lightning ID customization (PuLID), an innovative tuning-free method for customizing identities in text-to-image generation models. PuLID combines a Lightning T2I branch with a standard diffusion branch, enabling the incorporation of both contrastive alignment loss and accurate ID loss. This approach minimizes disruption to the original model while ensuring high fidelity in the generated [...]
How To Make A Personal Website: A Step-By-Step Guide
Having an online presence is becoming increasingly important, and creating a personal website is a great way to showcase your skills, experiences, and personality. With your own website, you have the flexibility to present yourself and your work exactly as you want. Whether you're a business owner, freelancer, or student, a personal website can be a powerful tool to connect with others and open doors to new opportunities. In this blog, we'll guide you through the process of building a compellin [...]
Hallucination of Multimodal Large Language Models: A Survey
Author(s) : Zechen Bai, Pichao Wang, Tianjun Xiao, Tong He, Zongbo Han, Zheng Zhang, Mike Zheng Shou Multimodal Large Language Models (MLLMs), also known as Large Vision-Language Models (LVLMs), have shown significant advancements and remarkable capabilities in multimodal tasks. Despite these promising developments, MLLMs often produce outputs that are inconsistent with the visual content. This inconsistency, known as hallucination, poses considerable challenges to their practical [...]
Stylus: Automatic Adapter Selection for Diffusion Models
Author(s) : Michael Luo, Justin Wong, Brandon Trabucco, Yanping Huang, Joseph E. Gonzalez, Zhifeng Chen, Ruslan Salakhutdinov, Ion Stoica When it comes to making high-resolution, customized images, fine-tuned adapters have become a cheaper option for scaling the base models with more data or parameters. The open-source community has learned how to use adapters, and this has led to the creation of a large database with over 100,000 adapters, many of which are highly customized wit [...]
High Touch Customer Service: Meaning, Benefits & Strategies
We've all had those "wow" moments as customers—when a brand goes above and beyond, leaving us feeling delighted and special. This is the power of high-touch customer service, an approach that transforms ordinary interactions into extraordinary experiences. But what exactly is high-touch customer service, and how can it benefit your business? In simple terms, it's about putting the customer first and creating a personalized journey that meets their unique needs. By embracing this style, you [...]
What Are Sales KPIs & Best KPIs For Sales Examples
Are you looking to boost your sales performance and take your business to the next level? Then it's time to start tracking and analyzing your sales KPIs! But what exactly are sales KPIs, and which ones should you be paying attention to? In this blog, we'll answer all your questions and provide you with a comprehensive guide to sales KPIs. So, whether you're just starting out in the world of sales or you're a seasoned pro looking to fine-tune your strategy, read on to discover the secrets to sale [...]
12 Most Effective Change Management Models
Change is constant, and as your business grows, it's inevitable that your organization will need to evolve. While change can bring about incredible growth and success, it can also be a challenging and uncertain time for any business. The ability to adapt and lead your organization through these transformations is a true test of leadership. Effective change management is crucial to ensuring your business not only survives but thrives during these transitional periods. Change management mode [...]
DGE: Direct Gaussian 3D Editing by Consistent Multi-view Editing
Author(s) : Minghao Chen, Iro Laina, Andrea Vedaldi The task of editing 3D objects and scenes based on open-ended language instructions presents a unique set of challenges. The conventional approach to address this problem involves using a 2D image generator or editor to guide the 3D editing process. However, this method often proves to be time-consuming due to the need to update computationally intensive 3D representations such as a neural radiance field. Moreover, it relies on poten [...]
Tunnel Try-on: Excavating Spatial-temporal Tunnels for High-quality Virtual Try-on in Videos
Author(s) : Zhengze Xu, Mengting Chen, Zhao Wang, Linyu Xing, Zhonghua Zhai, Nong Sang, Jinsong Lan, Shuai Xiao, Changxin Gao This paper tackles the challenge of video try-on, an area where previous research has yielded limited success. The core difficulty lies in simultaneously preserving intricate clothing details and generating realistic, coherent motions throughout the video. To address these challenges, the authors propose "Tunnel Try-on," a novel diffusion-based framew [...]
What is 360 Degree View of the Customer? Benefits + Importance
The traditional siloed approach to customer data is no longer sufficient, as customers expect a seamless and personalized experience across all touchpoints. A 360-degree view of the customer is a game-changer, providing a comprehensive understanding of customer needs, preferences, and behaviors. By integrating data from various sources, including CRM software, social media, and website analytics, businesses can create detailed customer profiles, enabling personalized interactions, improved custo [...]
MaPa: Text-driven Photorealistic Material Painting for 3D Shapes
Author(s) : Shangzhan Zhang, Sida Peng, Tao Xu, Yuanbo Yang, Tianrun Chen, Nan Xue, Yujun Shen, Hujun Bao, Ruizhen Hu, Xiaowei Zhou The generation of materials for 3D meshes from text descriptions is an innovative approach presented in this research paper. Unlike traditional methods that focus on texture map synthesis, the proposed method introduces the generation of segment-wise procedural material graphs, offering high-quality rendering and substantial flexibility in editing. [...]
Exploring the Distinctiveness and Fidelity of the Descriptions Generated by Large Vision-Language Models
Author(s) : Yuhang Huang, Zihan Wu, Chongyang Gao, Jiawei Peng, Xu Yang This paper investigates the ability of Large Vision-Language Models (LVLMs) to generate detailed and accurate descriptions of visual content. While LVLMs have become increasingly sophisticated in their ability to process and integrate visual and textual data, a less explored area is their potential to create fine-grained descriptions. This research addresses this gap in knowledge by examining how effectively L [...]
Best Color for Resume: Stand Out From The Crowd
In today's competitive job market, it's crucial to make your resume stand out from the crowd. One effective way to achieve this is by strategically incorporating color into your resume design. By carefully selecting the best color for resume and crafting the best color scheme for your resume, you can draw attention to your career highlights and make a memorable impression on hiring managers. In this guide, we'll explore how to use color strategically to emphasize your accomplishments and create [...]
61 Best Logo Fonts And How To Pick The Right One
Struggling to craft the perfect logo? You're not alone. Your logo is the face of your brand, and nailing the design is crucial. But with so many options, where do you even begin? The good news is, you don't have to be a design guru! This guide dives deep into the world of logotype design, specifically focusing on the power of fonts. We'll explore 61 top logo fonts and equip you with the knowledge to choose the perfect one. Whether you're using a logo maker or tackling it yourself, let’s ensur [...]
Most Popular Posts
- No Representation, No Trust: Connecting Representation, Collapse, and Trust Issues in PPO
By Yuvraj Singh | May 2, 2024
- Spectrally Pruned Gaussian Fields with Neural Compensation
By Yuvraj Singh | May 2, 2024
- Online Customer Support: A Complete Guide
By Tanushree Munda | May 2, 2024
- CharacterFactory: Sampling Consistent Characters with GANs for Diffusion Models
By Yuvraj Singh | May 2, 2024
- ConsistentID: Portrait Generation with Multimodal Fine-Grained Identity Preserving
By Yuvraj Singh | May 1, 2024