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[R] Ternary neural networks as a path to more efficient AI - is (+1, 0, -1) weig

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16 Jun
Balanced Ternary for optimizing AI

<p>Why Balanced Ternary {-1, 0, +1} Could Be the Future of AI Hardware**</p> <p>For 70 years, computing has been binary: 0 or 1. But AI workloads are fundamentally different from

REPORT · WHAT · Dev.toOPEN STORY
16 Jul
ExTernD: Expanded-Rank Ternary Decomposition Ternary LLM PTQ with Accuracy Approaching Any Quantization Level [P]

<!-- SC_OFF --><div class="md"><p><a href="https://arxiv.org/pdf/2607.13511">https://arxiv.org/pdf/2607.13511</a></p> <p>the core idea is, we cannot have ternary PTQ with fixed

OPINION · WHAT · MachineLearningOPEN STORY
8 Sept
Is anyone working on wave-superposition-based pattern recognition instead of neural-network weights? [R]

<!-- SC_OFF --><div class="md"><p>I’ve been thinking about an alternative way of doing low-level AI perception, and I’m curious whether anyone here is already working on something

OPINION · WHAT · MachineLearningOPEN STORY
7 Apr
Towards a Bitter Lesson of Optimization: When Neural Networks Write Their Own Update Rules

<table> <tr><td> <a href="https://www.reddit.com/r/LocalLLaMA/comments/1sez79x/towards_a_bitter_lesson_of_optimization_when/"> <img alt="Towards a Bitter Lesson of Optimization:

OPINION · WHEN · LocalLLaMAOPEN STORY
29 Mar
[R] First open-source implementation of Hebbian fast-weight write-back for the BDH architecture

<!-- SC_OFF --><div class="md"><p>The BDH (Dragon Hatchling) paper (arXiv:2509.26507) describes a Hebbian synaptic plasticity mechanism where model weights update during

OPINION · WHERE · MachineLearningOPEN STORY
31 Mar
[D] How does distributed proof of work computing handle the coordination needs of neural network training?

<!-- SC_OFF --><div class="md"><p>[D] Ive been trying to understand the technical setup of a project called Qubic. It claims to use distributed proof of work computing for neural

OPINION · HOW · MachineLearningOPEN STORY
28 Jul
I taught myself integer-only neural net training in Rust — and ran into a real quantization problem

<p>I'm a 10th grade student teaching myself Rust by building something instead of just reading theory. The project is called Green-AI — an attempt to explore more energy-efficient

REPORT · HOW · Dev.toOPEN STORY
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