G-Rank: Unsupervised Continuous Learn-to-Rank for Edge Devices in a P2P Network · HackerPapers discussions

G-Rank: Unsupervised Continuous Learn-to-Rank for Edge Devices in a P2P Network — mentioned by synctext

Mon, 21 Sep 2026 12:02:03 GMT

Using the term AGI and not including any performance analysis. My AI calls it: "massive marketing overreach". Somebody called this slop in the comments. As a professor who published on continual learning I'm leaning towards agreement[1]. It lacks any substance. No relation to related work, no description of algorithm, no ablation study, just hand-waving that we're feeding some data and "Chess is not forgotten". This "how-continual-learning-works" markdown text is not an algorithm [2]. [1] https://arxiv.org/abs/2301.12530 [2] https://github.com/volotat/mini-AGI/#how-continual-learning-...

Paper and discussion history. A mention is not an endorsement.

G-Rank: Unsupervised Continuous Learn-to-Rank for Edge Devices in a P2P Network — mentioned by synctext

Wed, 15 Feb 2023 06:27:56 GMT

Thnx for writing! In academia we're getting the next step operational: training on Android. Any advise for us what to watch out for? Obviously you need a bit of patience and lots of volunteer devices. With unsupervised continuous learning this is solved, in emulation. See "G-Rank: Unsupervised Continuous Learn-to-Rank for Edge Devices in a P2P Network" [1]. Optimal learning rate is left as an exercise for the developer. (disclaimer: our own work, I run a lab with "systems for peer-to-peer machine learning") [1] https://arxiv.org/abs/2301.12530

Paper and discussion history. A mention is not an endorsement.

G-Rank: Unsupervised Continuous Learn-to-Rank for Edge Devices in a P2P Network — mentioned by synctext

Tue, 31 Jan 2023 09:46:24 GMT

Fascinating material, significant progress in learn-to-rank and semantic clustering lately. For those who want to dive deeper, state-of-the-art decentralised learning from academia: https://arxiv.org/abs/2301.12530 "G-Rank: Unsupervised Continuous Learn-to-Rank for Edge Devices in a P2P Network", published today. Disclaimer: I'm the supervising professor.

Paper and discussion history. A mention is not an endorsement.