QServe: W4A8KV4 Quantization and System Co-design for Efficient LLM Serving
Author(s): Yujun Lin, Haotian Tang, Shang Yang, Zhekai Zhang, Guangxuan Xiao, Chuang Gan, Song Han The acceleration of large language model (LLM) inference is achievable through quantization. The research community is currently exploring lower precision than INT8, such as INT4. However, the state-of-the-art INT4 quantization techniques only speed up low-batch, edge LLM inference and fail to deliver performance gains in large-batch, cloud-based LLM serving. A significant runtime overhead (2 [...]
What is Outbound Sales? Importance + Best Practices
Despite the popularity of inbound sales, outbound sales remain a vital and effective strategy, as recent studies reveal. With an impressive 82% of buyers willing to accept meetings with proactive sellers, outbound sales are far from outdated. By proactively reaching out to potential customers, you can initiate contact, generate interest, and qualify leads. In this comprehensive guide, we'll dig into the world of outbound sales, sharing insights, and providing actionable tips to enhance your outb [...]
The 5 Most Useful Squarespace Integrations
Squarespace is a powerful platform that empowers businesses to establish their online presence. But Squarespace is more than just a platform for creating beautiful websites. Squarespace, when integrated with workflow automation tools, transforms into a powerful tool that empowers businesses to create a seamless digital ecosystem. By integrating with third-party applications, Squarespace enhances its functionality and adaptability. Businesses can now connect their Squarespace websites to a ran [...]
ChatHuman: A Language-Driven Human Understanding System
Author(s): Jing Lin, Yao Feng, Weiyang Liu, Michael J. Black The paper titled “ChatHuman: A Language-Driven Human Understanding System” discusses the development of a unique system that integrates various methods to detect, estimate, and analyze properties of people in images. These properties include the estimation of 3D pose, shape, contact, human-object interaction, emotion, and more. However, these methods often work in isolation rather than synergistically. To address this is [...]
How to Calculate Win Rate in Sales
Are you seeking ways to improve your sales performance and improve win rates? Look no further! In this insightful blog, we'll explore the concept of win rates and how you can optimize them. Discover the impact of win rates on sales strategies, customer satisfaction, and long-term success. Learn how to calculate win rates, identify areas for improvement, and use tools like CRM software and AI chatbots to boost your win rates. We'll also dig into the benefits of data analysis, customer feedback, a [...]
Exploring The Top Calendly Integrations
Calendly is a popular scheduling tool that allows users to automate the process of booking appointments and meetings. However, Calendly's capabilities extend far beyond basic scheduling when integrated with other workflow automation tools. By connecting Calendly with your CRM, email marketing platform, or project management software, you can create a seamless flow of information between systems. This allows for automatic creation of new contacts, triggering email sequences based on booked meetin [...]
Tactile-Augmented Radiance Fields
Author(s): Yiming Dou, Fengyu Yang, Yi Liu, Antonio Loquercio, Andrew Owens The paper titled “Tactile-Augmented Radiance Field (TaRF): A Scene Representation” introduces a unique scene representation, known as a tactile-augmented radiance field (TaRF), that unifies vision and touch within a shared 3D space. This representation can be utilized to estimate the visual and tactile signals for a specific 3D position within a scene. The TaRF of a scene is captured from a collection of phot [...]
Top 10 Industrial Design Portfolio Examples
When it comes to showcasing your talent and skills as an industrial designer, a well-curated portfolio is essential. A portfolio is your chance to showcase your design process, your problem-solving abilities, and your unique creative vision.So, where do you start when creating your portfolio? It can be helpful to seek inspiration from other designers and their websites. In this article, we will explore 10 excellent examples of industrial design portfolios, highlighting what makes each one sta [...]
Language-Image Models with 3D Understanding
Author(s): Jang Hyun Cho, Boris Ivanovic, Yulong Cao, Edward Schmerling, Yue Wang, Xinshuo Weng, Boyi Li, Yurong You, Philipp Krähenbühl, Yan Wang, Marco Pavone This paper presents Cube-LLM, a novel Multi-modal Large Language Model (MLLM) that extends the perceptual capabilities of MLLMs to understand and reason about images in three-dimensional space. Unlike traditional models that primarily focus on 2D vision and language tasks, Cube-LLM leverages a large-scale pre-training dataset name [...]
An Empty Room is All We Want: Automatic Defurnishing of Indoor Panoramas
Author(s): Mira Slavcheva, Dave Gausebeck, Kevin Chen, David Buchhofer, Azwad Sabik, Chen Ma, Sachal Dhillon, Olaf Brandt, Alan Dolhasz This paper introduces a novel pipeline designed to enhance inpainting outcomes in the specific task of defurnishing, which involves the removal of furniture items from indoor panorama images. The proposed method capitalizes on Stable Diffusion, a technique that significantly improves the quality of inpainting by incorporating increased context, domain-spe [...]
Complex Video Reasoning and Robustness Evaluation Suite for Video-LMMs
Author(s): Muhammad Uzair Khattak, Muhammad Ferjad Naeem, Jameel Hassan, Muzammal Naseer, Federico Tombari, Fahad Shahbaz Khan, Salman Khan The paper introduces the Complex Video Reasoning and Robustness Evaluation Suite (CVRR-ES), a new benchmark designed to rigorously evaluate the performance of Video Large Multi-modal Models (Video-LMMs) across various real-world video contexts. Recent advancements have enabled these models to support diverse applications, including robotics, AI assist [...]
Top Clio Integrations Every Lawyer Needs
As the world is moving forward digitally, several industries are seeking tools to automate their workflow. Similarly, lawyers are constantly looking for ways to streamline their practices and enhance productivity. Clio integrations offer a seamless way to achieve just that. Clio is a prominent legal practice management software. By seamlessly merging Clio with workflow automation tools, it transforms into a powerful instrument that helps lawyers and legal professionals manage their practices [...]
Exploring the Best BigCommerce Integrations for Business Success
BigCommerce is a well-known eCommerce platform that makes it simple for companies to launch and run online stores. Its comprehensive suite of tools and features caters to businesses of all sizes, helping them to efficiently market goods and services. However,in order to fully realize BigCommerce's potential, integrating it with workflow automation tools is essential. These powerful integrations enable businesses to optimize their processes, from order management to inventory tracking and beyond. [...]
Best SMS Integration You Should Use
E-commerce platforms constantly seek innovative ways to streamline operations and provide exceptional customer experiences. Among the tools available, SMS integrations stand out as a powerful mechanism to enhance workflow efficiency and strengthen customer engagement. By setting up SMS integrations through workflow automation tools, e-commerce businesses can establish effective communication, improve order management, and foster more direct and immediate interactions with their clientele. [...]
Top DocuSign Integrations for Your Business
DocuSign is a leading electronic signature and agreement cloud platform that enables individuals and businesses to securely sign, send, and manage documents digitally. With its user-friendly interface and robust security features, DocuSign has transformed the way agreements are handled, eliminating the need for paper-based processes. DocuSign Integrations take this convenience a step further by simply connecting the platform with various other apps. By integrating DocuSign with these tools, busi [...]
Top Google Calendar Integrations You Should Use
Effective time management platforms are essential for staying organized and efficient in this constantly evolving business world. Google Calendar integrations offer a powerful solution, synchronizing your schedule and streamlining appointment booking. By connecting Google Calendar with workflow automation tools, you can automate tasks, improve productivity, and ensure a seamless scheduling experience. Table of Contents What are Google Calendar Integrations? Benefits of Google Calendar I [...]
How to Use ChatGPT with Notion
Notion is a versatile productivity tool that combines note-taking, task management, and collaboration features into one easy to use platform. It allows users to create and customize their own workspace, making it a popular choice among individuals and teams looking to simplify their workflows. ChatGPT, on the other hand, is an advanced AI language model that can understand and respond to natural language inputs. It can be used to generate human-like text, making it a valuable tool for tasks such [...]
What matters when building vision-language models?
Author(s) : Hugo Laurençon, Léo Tronchon, Matthieu Cord, Victor Sanh The paper titled “Idefics2: An Efficient Foundational Vision-Language Model” discusses the burgeoning interest in vision-language models (VLMs), propelled by advancements in large language models and vision transformers. Despite the wealth of research in this area, the paper notes that crucial decisions in VLM design often lack justification. This lack of substantiation hinders progress in the field by obscuri [...]
Top Useful Odoo Integrations
Organizations are always under pressure to perform and stay ahead in the fast-paced business world. With tight schedules, rapidly changing market trends, and demanding customers, businesses understand the importance of optimizing their processes. This is where Odoo, a leading ERP platform, steps in and promises to revolutionize the way businesses function on a daily basis. Odoo when integrated with workflow automation tools, enables it's ERP platform to communicate smoothly with other softwar [...]
On the test-time zero-shot generalization of vision-language models: Do we really need prompt learning?
Author(s) : Maxime Zanella, Ismail Ben Ayed The paper titled “MeanShift for Test-time Augmentation (MTA)” presents a robust method that outperforms prompt-based techniques without the need for intensive training. This method is ideal for both standalone and API-based applications. Unlike previous test-time augmentation techniques that rely on ad hoc rules, such as a confidence threshold, to filter the augmented views, MTA incorporates a quality assessment variable for each view dir [...]
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