Awesome List Updates on Mar 24 - Mar 30, 2025

34 awesome lists updated this week.

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1. ALL About RSS

universally from / multiple sources

• mkfd (⭐177)

2. Awesome Ai in Finance

Data Sources / Traditional Markets

• Financial Data - Stock Market and Financial Data API.

3. Awesome Yew

Projects

• layout-viewer - Examine layouts of integrated circuits with zoom and pan controls.

4. Awesome Readme

Examples

• EduardaSRBastos/my-essential-toolbox (⭐0) - Project screenshot and informative badges. Clear project description. TOC for easy navigation. Well-structured sections detailing included tools by category. Performance score with screenshots. Contribution guidelines and license information.

5. Awesome Bitcoin Payment Processors

Hosted Bitcoin Payment Processors / Non-Custodial

• Processor: Flash

  Fees: 1.5%

  Lightning: Yes

  Directly to Your Wallet: Yes

  Conversion to Fiat: No

  Requirements: No

6. Awesome Cakephp

Miscellaneous

• Inertia plugin (⭐11) - Plugin for connecting a Vue 3 app and use an API interface using a middleware.

7. Awesome Zig

Games

• six519/YieArKUNGFUZig (⭐11) - Yie Ar Kung-Fu clone with raylib.

Parser / Package managers

• EzequielRamis/zimdjson (⭐136) - Parsing gigabytes of JSON per second. Zig port of simdjson with fundamental features.

8. Awesome Quant

Python / Data Sources

• polygon.io (⭐1.1k) - A python library for Polygon.io financial data APIs.

9. Awesome Osint

Username Check / GitHub

• Social Analyzer (⭐13k) - API, CLI, and Web App for analyzing and finding a person's profile in 1000 social media \ websites

Email Search / Email Check / GitHub

• Spamhaus - Lookup Reputation Checker.

10. Awesome Fiber

🚧 Boilerplates / 🌱 Third Party

• felipeafonso/go-htmx-starter (⭐1) - A front-end opinionated boilerplate for Go + HTMX development, using Tailwind and Vite for Bundling and Hot Reloading.

11. Awesome Ada

OS and Kernels / Apache License

• ironclad - A kernel for several architectures striving for POSIX compatibility, used on several distributions like Gloire (⭐160).

12. Awesome Ci

• Name: Continua CI

  Description: A self-hosted, distributed, user-friendly continuous integration server with fully customizable workflows for automating build and testing processes

  Features: Supports a wide range of tools and integrates with FinalBuilder

  Supported repositories: Git, Subversion, Mercurial, Team Foundation Server, Perforce, Vault, Plastic SCM, Bazaar, Surround SCM, File System

  Documentation: Documentation

  Price: Free for a single concurrent build

  Stars:

• Name: PandaCI

  Description: CI Platform where you code your workflows with TypeScript

  Features: Open Source, Best-in-class DX and cloud native

  Supported repositories: Github

  Documentation: Documentation

  Price: 6000 free monthly minutes

  Stars:

13. Awesome Cl

Others / Web project skeletons and generators

• LASS (⭐118) - Lisp Augmented Style Sheets. Largely inspired by SASS. Zlib.

14. Awesome Love2d

Math

• polysec (⭐1) - A performant and lightweight library to detect polygon and rectangle intersections.

15. Awesome Integration

Projects / API Gateway

• Ocelot (⭐8.5k) (⭐8.6k) - A .NET-based gateway offering intuitive routing and easy integration for lightweight API management.

16. Awesome Flame

Open Source / Casual

• Antimine - Minesweeper (⭐6) - Antimine is a minesweeper-like puzzle game. The objective is to flag the spaces with mines to make the field a safer place without exploding any of them. Get it on Google Play. By lucasnlm.

17. Awesome Selfhosted

Software / File Transfer - Single-click & Drag-n-drop Upload

• elixire - Simple yet advanced screenshot uploading and link shortening service. (Clients) AGPL-3.0 Python

Software / Maps and Global Positioning System (GPS)

• wanderer (⭐2.3k) - Trail database where you can upload your recorded tracks or create new ones and add various metadata to build an easily searchable catalogue. (Demo) AGPL-3.0 Docker/Go/Nodejs

Software / Miscellaneous

• ConvertX (⭐2.9k) - Online file converter which supports over a thousand different formats. AGPL-3.0 Docker

Software / Password Managers

• AliasVault - End-to-end encrypted password manager with a built-in email alias generator and server. (Source Code (⭐1.1k)) MIT Docker

Software / Resource Planning

• OFBiz - Enterprise Resource Planning system with a suite of business applications flexible enough to be used across any industry. (Source Code (⭐908)) Apache-2.0 Java

Software / Software Development - Low Code

• Dashpress (⭐1.9k) - Generate fully functional admin apps in seconds from your database information, with a single command. AGPL-3.0 Nodejs/Docker

• TrailBase - Open, sub-millisecond, single-executable FireBase alternative with type-safe REST & realtime APIs, built-in JS/TS runtime, auth & admin UI. (Demo, Source Code (⭐2.6k)) OSL-3.0 Rust/Docker

Software / URL Shorteners

• clink - A super-minimal link shortening service written in pure C, focusing on small executable size, portability, and ease of configuration. (Demo, Source Code) AGPL-3.0 C

18. Awesome Mysql

Security

• myldapsync (⭐0) - Synchronize MySQL or MariaDB users with users in an LDAP directory.

19. Awesome Neovim

Programming Languages Support / Diagnostics

• kiyoon/python-import.nvim (⭐51) - Add Python import statements with Tree-sitter, LSP, and more.

Language / Diagnostics

• kiyoon/Korean-IME.nvim (⭐24) - OS-independent Korean input method that converts English inputs to Korean in-place.

Marks / Diagnostics

• Beargruug/skipper.nvim (⭐5) - Jump between functions in a file with ease.

Bars and Lines / Diagnostics

• OXY2DEV/bars.nvim (⭐78) - A starting point/guide for creating custom statusline, statuscolumn, tabline & winbar.

Utility / Diagnostics

• y3owk1n/undo-glow.nvim (⭐40) - Animated glow/highlight effects for Neovim operations (undo, redo, yank, paste, etc.) with fully customizable animations and appearance.

• kiyoon/jupynium.nvim (⭐651) - Selenium-automated Jupyter Notebook that is synchronised with Neovim in real-time.

Tree-sitter Based / Diagnostics

• kiyoon/treesitter-indent-object.nvim (⭐65) - Context-aware indent textobject powered by Tree-sitter.

Editing Support / Diagnostics

• kiyoon/telescope-insert-path.nvim (⭐40) - Insert file path in the current buffer using Telescope.

• zhisme/copy_with_context.nvim (⭐15) - Copy lines with file path and line number metadata for sharing code snippets with context.

Tmux / Diagnostics

• kiyoon/tmux-send.nvim (⭐11) - Copy and paste buffer content or file path in Nvim-Tree, Neo-Tree, Oil to another tmux pane in Neovim.

20. Awesome Cpp

PDF

• QPDF (⭐4.1k) - A tool and C++ library for content-preserving transformations of PDF files. [Apache-2.0] website

21. Awesome Zsh Plugins

Plugins / superconsole - Windows-only

• cowsay (⭐2) - Displays a joke with cowsay and lolcat every time you open a terminal.

• poetry (murku) (⭐0) - Adds aliases for frequently used Poetry commands

Completions / superconsole - Windows-only

• zenquotes (⭐0) - Displays a random quote from zenquotes.io.

Themes / superconsole - Windows-only

• bar (anki-code) (⭐2) - Minimalist settings for p10k (⭐50k).

• paulmanjarres (⭐0) - Based on robbyrussell (⭐180k), agnoster and nuts (⭐5). Includes decorators for current directory, git status and the time.

• shiko (⭐1) - Minimalist prompt with decorators for VCS information and current directory.

22. Free for Dev

Design and UI

• Excalidraw -- A free online drawing document web page with free save to local and export support.

Analytics, Events and Statistics

• Peasy - Peasy is a lightweight, privacy-focused analytics tool for websites and products. Free plan includes 3,000 events per month.

23. Awesome Vue

Components & Libraries / UI Components

• vue3-tabor (⭐4) - A versatile Vue 3 tabs component with rich API, supporting keep-alive and iframe integration.

Components & Libraries / Utilities

• @tauri-store/pinia (⭐77) - Persistent Pinia stores for Tauri.

24. Awesome Angular

Bluesky

• Angular Starter Pack by @brandonroberts.dev

Blogs / Google Developer Experts

• Angular Material Dev - One place for everything related to Material Design in Angular.

Books / Google Developer Experts

• Enterprise Monorepo Angular Patterns - Nx Core Team FREE

AI / Google Developer Experts

• augment code - The first AI coding assistant built for professional software engineers and large codebases.

Analytics / Google Developer Experts

• opentelemetry-angular-interceptor (⭐41) - A library to deploy OpenTelemetry in your Angular application.

CLI / Google Developer Experts

• angular-cli-ssr-diff (⭐3) - Easily upgrade your Angular CLI SSR applications from one version to another 🚀.

Desktop / Google Developer Experts

• electron (⭐117k) - Build cross-platform desktop apps with JavaScript, HTML, and CSS.

• angular-electron (⭐5.7k) - Ultra-fast bootstrapping with Angular and Electron.

• neutralinojs (⭐7.9k) - A lightweight and portable desktop application development framework. It lets you develop lightweight cross-platform desktop applications using JavaScript, HTML and CSS. Apps built with Neutralinojs can run on Linux, macOS, Windows, Web, and Chrome.

• nw.js (⭐41k) - An app runtime based on Chromium and Node.js. You can write native apps in HTML and JavaScript with NW.js. It also lets you call Node.js modules directly from the DOM and enables a new way of writing native applications with all web technologies.

• nw-angular-example (⭐30) - An example of integrating Angular with NW.js.

• tauri - Create small, fast, secure, cross-platform applications.

• angular-tauri (⭐115) - Ultra-fast bootstrapping with Angular and Tauri.

• wails (⭐29k) - Build desktop applications using Go & web technologies, including Angular.

Developer tools / Google Developer Experts

• manifest (⭐2.8k) - A lightweight Backend-as-a-Service (BaaS) that fits into a single YAML file. This quick start shows how to use it with Angular.

Documentation tools / Google Developer Experts

• easy-template-x-angular-expressions (⭐9) - Angular expressions support for easy-template-x (⭐449).

Feature Flags / Google Developer Experts

• @devcycle/openfeature-angular-provider - DevCycle supports the OpenFeature Angular SDK.

• @openfeature/go-feature-flag-web-provider - GO Feature Flag provider allows you to connect to your GO Feature Flag instance with the @openfeature/web-sdk.

• ngx-version-view (⭐14) - A powerful Angular library that enables version-aware component rendering for seamless feature toggling based on application versions.

• @statsig/angular-bindings - The Statsig Angular bindings package provides a StatsigService that can be injected into your components. See the Statsig docs for more details.

• @configcat/js-sdk (⭐31) - ConfigCat SDK for JavaScript provides easy integration for your application to ConfigCat.

• @configcat-labs/feature-flags-in-angular-sample-app (⭐1) - Example app that uses ConfigCat.

HTTP / Google Developer Experts

• ngx-sse-client (⭐32) - A simple SSE (Server Sent Events) client for Angular applications to replace the use of EventSource.

• @connectrpc/connect-web (⭐1.6k) - Connect is a family of libraries for building and consuming APIs on different languages and platforms. @connectrpc/connect brings type-safe APIs with Protobuf to TypeScript. @connectrpc/connect-web provides adapters for web browsers. See this example (⭐145) to integrate Connect with Angular.

Internationalization / Google Developer Experts

• tldraw-web-component (⭐6) - Make tldraw (⭐41k) work with frameworks other than React; Made primarily to work with Angular.

Free / Google Developer Experts

• angular-tailwind-e-commerce-template (⭐3) - This responsive e-commerce template, built with Angular and TailwindCSS, combines modern aesthetics with functionality. Designed as a foundation for developing robust e-commerce applications, it features a sleek, customizable design, perfect for minimalist online shops.

Paid / Google Developer Experts

• NgFast - The Angular boilerplate for building SaaS, landing pages, and web apps fast—turning your ideas into income.

Calendars / Google Developer Experts

• timegrid-angular - Angular wrapper for the HexaFlexa Timegrid web component.

Captcha / Google Developer Experts

• ng-cloudflare-turnstile (⭐3) - An intuitive, lightweight and easy to integrate Cloudflare turnstile component for Angular.

Carousels / Google Developer Experts

• @MurhafSousli/ngx-gallery (⭐626) - Angular Gallery, Carousel and Lightbox.

• @vinlos/ngx-gallery (⭐0) - A simple native gallery component for Angular 16+.

Charts / Google Developer Experts

• @cubejs-client/ngx — Along with @cubejs-client/core, you can integrate Cube.js in Angular.

DOM / Google Developer Experts

• ng-click-outside (⭐14) - Angular directive for handling click events outside of an element.

• ngx-search-pipe (⭐1) - A search pipe for Angular that filters a collection of objects based on a specified search term, designed to work seamlessly with signals.

Drag and Drop / Google Developer Experts

• ngx-draggable-widget-kama (⭐1) - Reworked ngx-draggable-widget (⭐36) for better support.

Form Controls / Google Developer Experts

• ngx-cron (⭐33) - User-friendly cron input...

• @amirsavand/ngx-input - Awesome all-in-one Angular package for inputs and forms handling.

JSON Forms / Google Developer Experts

• json-forms-zorro-wrapper (⭐6) - Ng Zorro wrapper for json forms library.

Validation / Google Developer Experts

• ng-error-tooltips (⭐1) - An Angular library for reactive forms that displays tooltips on form inputs with errors, providing a user-friendly way to visualize validation messages.

Icons / Google Developer Experts

• ic-on - The future of iconing.

Layout Components / Google Developer Experts

• ngx-bladex (⭐2) - A simplistic blade component for Angular with minimize/maximize and a close button.

Loaders / Google Developer Experts

• ng-loading-skeleton (⭐3) - A lightweight and customizable Angular loading skeleton component.

Mixed utilities / Google Developer Experts

• ngx-signals-plus (⭐1) - Additional Signals to improve developer experience.

• ngx-kit (⭐2) - Utilities for Angular Framework.

• ng-tool-collection (⭐1) - Useful Tools written in Angular.

• yaagoub - Accelerate your development with decorators, directives, icons, services, and OAuth 2.0.

Notifications / Google Developer Experts

• toastify (⭐3) - Lightweight and customizable toast notifications for web applications.

Scroll / Google Developer Experts

• ng-mat-select-infinite-scroll (⭐49) - Infinite Scroll directive for Angular Material select component.

Unspecified / Google Developer Experts

• zardui (⭐114) - A collection of beautiful and accessible components for Angular based in shadcn-ui (⭐91k) and NG-ZORRO. Fully open source and free.

• Vega - Vega includes reusable components and styles, in your framework of choice. Build product features faster, without recreating the same basic components for every project.

Bootstrap Based / Google Developer Experts

• ngx-gccb - Angular 19+ component library providing ease of use shared components, directives, pipes and services. Check this showcase for code snippets.

• Elementar UI - Fully open-source Angular UI Components & Admin Panel based on Material 3 and Tailwind.

Tailwind CSS Based / Google Developer Experts

• angular-tailwind-ui (⭐1) - Easy to use and simple components, directives and services. Using Angular 19 and Tailwind CSS 3.

Misc Components / Google Developer Experts

• ngx-error-handling (⭐2) - This library seamlessly manages unhandled RxJS, signal, and classic errors, making them accessible through an Rx subject (ErrorBus).

TypeScript / Google Developer Experts

• transform.tools - Save a lot of time typing API responses with this JSON to TypeScript converter.

Inspired by Angular / Google Developer Experts

• @joanpablo/reactive_forms (⭐487) - This library, written in Dart, employs a model-driven approach to managing form inputs and validations, drawing significant inspiration from Angular's Reactive Forms.

• sio (⭐11) - Silicia Framework: a fresh approach built upon Ionic, designed to streamline the development of hybrid applications and websites.

25. Ai Collective Tools

Fun Tools

• Dream Interpretation - Get Professional Dream Interpretation #free

26. Awesome Mac

Reading and Writing Tools / RSS

• Unread - RSS reader with beautiful typography that supports Feedbin, Feedly and so on.

Terminal Apps / Databases

• electerm - A free, multi-platform Terminal and SSH/SFTP tool with a beautiful interface that is the perfect alternative to XShell for Windows!

Audio and Video Tools / File Sharing

• Tuneful - Control your Spotify and Apple Music from the notch, menu bar or mini player. Efortlessly and natively.

Utilities / Clipboard Tools

• iCopy - Clipboard management, quick reply, efficiency multiplier artifact

27. Awesome Go

Date and Time

• carbon (⭐5.1k) - A simple, semantic and developer-friendly time package for golang.

28. Awesome European Tech

Index / Human Resources

• TalentoHQ 🇪🇸 - Talent management and human resources solution.

• Bordful 🇱🇹 - Open source job board software built with Next.js and Airtable.

Index / Productivity Tools

• ReadWorks 🇩🇪 - Free and open-source eDiscovery solution.

• Docs 🇫🇷🇩🇪 - Open-source collaborative note taking, wiki and documentation platform.

Index / VPS

• Albahost 🇦🇱

• Alwyzon 🇦🇹

• Avoro 🇩🇪

• Clouding.io 🇪🇸

• Gigas 🇪🇸

• Ginernet 🇪🇸

• Ikoula 🇫🇷

• Melbicom 🇱🇹

• Mivocloud 🇲🇩

• OVHcloud 🇫🇷

• Phpfriends 🇩🇪

• Pulseberg 🇫🇷

• Trabia 🇲🇩

• vpsag 🇧🇬

29. Awesome Polars

Polars plugins / Text similarity / Fuzzy Matching

• polars-fuzzy-match (⭐28) - Python package for fuzzy matching with Polars, i.e. matching text elements that are similar but not exactly identical by @bnm3k.

Polars plugins / General utilities / Performance

• polars_list_utils (⭐6) - Polars extension that provides a set of utilities for working with List-type columns in Polars DataFrames by @dashdeckers.

Rust / Miscellaneous

• iban_validation (⭐0) A set of projects to facilitate validation of ibans and getting the bank identifier and branch identifier in Rust, Python and Polars by @ericqu.

Tools build with Polars / Miscellaneous

• polars-explorer (⭐31) - A tool that aims to provide a lightweight GUI to data exploration/manipulation tasks using Rust Polars by @brutusyhy.

• polars-mas (⭐0) - A CLI tool and python library meant to perform large scale multiple association tests, primarily seen in academic research by @idinsmore1.

Blog posts / Miscellaneous

• The Complete Guide to Polars for Data Science - A hands-on tutorial that teaches how to load, manipulate, transform and optimize data sets with Polars in Python by @norochalise. Code used is available on Github here (⭐1).

30. Awesome Rust

Applications

• cloudflare/boringtun (⭐6.5k) - A Userspace WireGuard VPN Implementation

• mdBook (⭐20k) - A command line utility to create books from markdown files

Applications / Blockchain

• Holochain (⭐1.3k) - Scalable P2P alternative to blockchain for all those distributed apps you always wanted to build.

• Lighthouse (⭐3.2k) - Ethereum Consensus Layer (CL) Client

Applications / Database

• Atomic-Server (⭐1.3k) [atomic-server] - NoSQL graph database with realtime updates, dynamic indexing and easy-to-use GUI for CMS purposes.

• Databend (⭐8.5k) - A Modern Real-Time Data Processing & Analytics DBMS with Cloud-Native Architecture

• Qdrant (⭐25k) - An open source vector similarity search engine with extended filtering support

• sled - A (beta) modern embedded database

• TerminusDB (⭐379) - open source graph database and document store

Applications / Emulators

• Gameboy Advance
  • michelhe/rustboyadvance-ng (⭐627) - RustboyAdvance-ng is a Gameboy Advance emulator with desktop, android and WebAssembly support.

Applications / Graphics

• turnage/valora - A library for generative fine art

Applications / Observability

• OpenTelemetry - OpenTelemetry provides a single set of APIs, libraries, agents, and collector services to capture distributed traces and metrics from your application. You can analyze them using Prometheus, Jaeger, and other observability tools.

Applications / Productivity

• ShadoySV/work-break (⭐17) [work-break] - Work and rest time balancer taking into account your current and today strain

Applications / Security tools

• rustscan (⭐17k) - Make Nmap faster with this port scanning tool

Applications / System tools

• ajeetdsouza/zoxide (⭐28k) - A fast alternative to cd that learns your habits

• gitui (⭐20k) - Blazing fast terminal client for git.

• pueue (⭐5.7k) - Manage your long running shell commands.

Applications / Text processing

• cchexcode/complate (⭐42) - An in-terminal text templating tool designed for standardizing messages (like for GIT commits).

Applications / Virtualization

• youki-dev/youki (⭐6.8k) - A container runtime

Applications / Web Servers

• emanuele-em/proxelar (⭐442) - A MITM Proxy 🦀! Toolkit for HTTP/1, HTTP/2, and WebSockets with SSL/TLS Capabilities

• mufeedvh/binserve (⭐1.1k) - A blazingly fast static web server with routing, templating, and security in a single binary you can set up with zero code

Development tools / Web Servers

• delta - A syntax-highlighter for git and diff output

• Rustup (⭐6.5k) - the Rust toolchain installer

Libraries / Video

• ffmpeg-sidecar (⭐417) - Wrap a standalone FFmpeg binary in an intuitive Iterator interface.

31. Awesome Ios Books

SwiftUI

• SwiftUI Fundamentals by Natalia Panferova

32. Awesome Django

Third-Party Packages / Admin

• impostor (⭐160) - Impostor is a Django application which allows staff members to log in as a different user by using their own username and password.

Third-Party Packages / Configuration

• django-removals (⭐63) - Detect deprecated settings variables via convenient system checks

• django-classy-settings (⭐37) - Class-based settings to keep your environments in order, with easy access to typed environment variables.

Third-Party Packages / Editors

• django-prose (⭐214) - A lightweight editor for content creation.

Third-Party Packages / Forms

• django-formtools (⭐850) - For form previous and multistep forms, previously part of Django until 1.8.

Third-Party Packages / Models

• django-treenode (⭐758) - Abstract model/admin for tree-based stuff.

Third-Party Packages / Task Queues

• django-celery-results (⭐742) - Celery result backend with Django.

• django-tasks (⭐612) - A reference implementation and backport of background workers and tasks in Django, based on DEP 14.

Third-Party Packages / Users

• django-allauth-ui (⭐342) - Better-looking templates for django-allauth.

Projects / Boilerplate

• django-docker-template (⭐217) - Dockerized Django with Postgres, Gunicorn, and Traefik (with auto-renew Let's Encrypt).

• wemake-django-template (⭐2.1k) - Bleeding-edge Django template focused on code quality and security.

Projects / Open Source Projects

• linkding (⭐8.6k) - Self-hosted bookmark manager that is designed to be minimal, fast, and easy to set up using Docker.

33. Awesome Agi Cocosci

Concepts / Human Concept Representation

• Simple shape feature computation across modalities: convergence and divergence between the ventral and dorsal visual streams - Cerebral Cortex, 2023. [All Versions]. [Preprints]. Shape processing, whether by seeing or touching, is pivotal to object recognition and manipulation. Although the low-level signals are initially processed by different modality-specific neural circuits, multimodal responses to object shapes have been reported along both ventral and dorsal visual pathways. To understand this transitional process, the authors conducted visual and haptic shape perception fMRI experiments to test basic shape features (i.e. curvature and rectilinear) across the visual pathways. Using a combination of region-of-interest-based support vector machine decoding analysis and voxel selection method, the authors found that the top visual-discriminative voxels in the left occipital cortex (OC) could also classify haptic shape features, and the top haptic-discriminative voxels in the left posterior parietal cortex (PPC) could also classify visual shape features. Furthermore, these voxels could decode shape features in a cross-modal manner, suggesting shared neural computation across visual and haptic modalities. In the univariate analysis, the top haptic-discriminative voxels in the left PPC showed haptic rectilinear feature preference, whereas the top visual-discriminative voxels in the left OC showed no significant shape feature preference in either of the two modalities. Together, these results suggest that mid-level shape features are represented in a modality-independent manner in both the ventral and dorsal streams.

• The Database of Cross-Linguistic Colexifications, reproducible analysis of cross-linguistic polysemies - Scientific Data, 2020. [All Versions]. [Project]. Advances in computer-assisted linguistic research have been greatly influential in reshaping linguistic research. With the increasing availability of interconnected datasets created and curated by researchers, more and more interwoven questions can now be investigated. Such advances, however, are bringing high requirements in terms of rigorousness for preparing and curating datasets. This work presents CLICS, a Database of Cross-Linguistic Colexifications (CLICS). CLICS tackles interconnected interdisciplinary research questions about the colexifcation of words across semantic categories in the world’s languages, and show-cases best practices for preparing data for cross-linguistic research.

• Locating what comes to mind in empirically derived representational spaces - Cognition, 2023. [All Versions]. An evidence-based study concluding that people call category members to mind according to their location in representational space, specifically based on the predicted usefulness of considering category members with particular features.

Concepts / AI Concept Representation

• A principal odor map unifies diverse tasks in olfactory perception - Science, 2023. [All Versions]. [Code (⭐28)]. [Data (Reproduced)]. [Preprint]. [GoodScents Database]. [Leffingwell Database]. Mapping molecular structure to odor perception is a key challenge in olfaction. This work used graph neural networks to generate a principal odor map (POM) that preserves perceptual relationships and enables odor quality prediction for previously uncharacterized odorants. The model was as reliable as a human in describing odor quality: On a prospective validation set of 400 out-of-sample odorants, the model-generated odor profile more closely matched the trained panel mean than did the median panelist. By applying simple, interpretable, theoretically rooted transformations, the POM outperformed chemoinformatic models on several other odor prediction tasks, indicating that the POM successfully encoded a generalized map of structure-odor relationships. This approach broadly enables odor prediction and paves the way toward digitizing odors.

Domain Specific Language / Design Theory

• Domain-Specific Modeling Languages: Requirements Analysis and Design Guidelines - Domain Engineering: Product Lines, Languages, and Conceptual Models, 2013. [All Versions]. In recent years, the development of domain-specific modeling languages has gained remarkable attention. This is for good reasons. A domain-specific modeling language incorporates concepts that represent domain-level knowledge. Hence, systems analysts are not forced to reconstruct these concepts from scratch. At the same time, domain-specific modeling languages contribute to model integrity, because they include already constraints that would otherwise have to be added manually. Even though there has been a considerable amount of research on developing and using domain-specific modeling languages, there is still lack of comprehensive methods to guide the design of these languages. With respect to the complexity and risk related to developing a domain-specific modeling language, this is a serious shortfall. This chapter is aimed at a contribution to filling the gap. At first, it presents guidelines for selecting a metamodeling language. Its main focus is on supporting the process from analyzing requirements to specifying and evaluating a domain-specific modeling language.

34. Awesome Ruby

Admin Interface

• Madmin (⭐677) - A robust Admin Interface for Ruby on Rails apps

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