February 2026

Graph neural networks (GNNs) have emerged as a powerful tool for modeling graph-structured data. However, existing GNNs often struggle with heterophilic graphs, where connected nodes tend to have dissimilar features or labels. While numerous methods have been proposed to address this challenge, they primarily focus on architectural designs without directly targeting the root cause of the heterophily problem. These approaches still perform even worse than the simplest MLPs on challenging heterophilic datasets. For instance, our experiments show that […]

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Hi all, I am a graduate researcher and fairly new to offline RL. I’m working on a problem where I apply offline reinforcement learning, in order to learn when to take a binary action (start vs not start). Therefore it is pure a initiation problem, and the episode ends if the action is taken. The goal is to find the optimal timing to action. The episodes start if a subject become eligible (based on certain parameters) and end […]

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Hi guys, I just implemented the RL2 algorithm (https://arxiv.org/abs/1611.02779) with PyTorch. The code is here: https://github.com/fatcatZF/RL2-Torch . I used a shared GRU feature extractor, with separate MLP heads for actor and critic. The neural network was optimized with the PPO algorithm. submitted by /u/ZitaLovesCats [link] [comments]

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‘’Marketing Doesn’t Work’’ -Sam Ovens, in a Marketing Video from 2018 It might seem like a great idea to charge between 1,000 – 10,000 dollars for info that is already available for free online to everyone. (Yes, I’ve bought a few of these – some of them yummy, some less so…) You just package it nicely and feed it to people who think they need what you promise & are too lazy to even complete the course after […]

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A step-by-step guide to containerizing a FastAPI application with Docker and deploying it to the cloud for consistent, production-ready delivery. Modern applications rarely live in isolation. They move between laptops, staging servers, and production environments. Each environment has its own quirks, missing libraries, or slightly different configurations. This is where many “works on my machine” problems begin. Docker was created to solve this exact issue, and it has become a core skill for anyone building and deploying software […]

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I have been working as a Business Analyst (BA) in teams of various scales for over 7 years. During this time, I’ve frequently encountered a misunderstanding of the BA’s role and tasks from a developer’s perspective. In this article, I want to share my experience to help developers build effective communication with their BA and extract maximum value from this collaboration. 1. Introduction Throughout my professional journey, I’ve often seen the opinion that a Business Analyst is just […]

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