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FedUP proposes a one-shot federated unlearning framework that uses lightweight, pluggable filters guided by differentially private class centroids to efficiently remove specific knowledge without multi-round communication, achieving low latency and inherent reversibility.
Advice on using long, detailed voice prompts to achieve desired results in one shot for AI features.
Baidu releases Unlimited-OCR, an open-source model for one-shot long-horizon document parsing, building upon Deepseek-OCR with support for single images, multi-page documents, and PDFs.
A comparison of recent AI models, including Sakana AI's Fugu Ultra, demonstrates their ability to generate endless procedural terrain in Three.js with one-shot generation, highlighting frontier capabilities without export control risks.
SpenseGPT introduces a practical one-shot pruning method for LLMs that enables both sparse and dense GEMMs during inference, improving efficiency.
Claude Fable 5 completed a project that typically takes 4 months in just 3 hours, including a complete 7-stage pipeline, TUI interface, HTML dashboard, 39 specialized skills, 8700 lines of code, and 235 tests, achieving 98% completion in one shot.
A single prompt to Claude 5 Fable (high) generated a full Minecraft clone in 20 minutes, one shot, featuring multiple biomes, day/night cycle, different ores, and caves.
Someone tested Claude Fable 5's UI/UX design capabilities, and it passed all five tasks in one shot, including modernizing Craigslist with micro-interactions and clip-path animations.
An AI model created a retro 3D hockey multiplayer online game in a single shot using 300k tokens in 22 minutes, running entirely in the browser.
Claude (likely Anthropic's AI model) successfully plays through a horror game in a single attempt during a live demonstration.