Implementation for the paper "Compositional Attention Networks for Machine Reasoning" (Hudson and Manning, ICLR 2018)
A Constrained Text Generation Challenge Towards Generative Commonsense Reasoning
Implementation of ICML 23 Paper: Specializing Smaller Language Models towards Multi-Step Reasoning.
The MacGraph network. An attempt to get MACnets running on graph knowledge
Neural Logic Programming Language
Memory, Attention and Composition (MAC) Network for CLEVR implemented via KnetLayers
A smart meal planner for everyone, including diabetics
Knet implementation of "A simple neural network module for relational reasoning" (Relational Networks) https://arxiv.org/pdf/1706.01427.pdf
A lightweight expert-system framework for modeling and testing medical diagnostic rules, with multiple approaches.
A new computational substrate for machine reasoning — no vectors, no softmax, no backpropagation. Built on typed relations, topological surprise, and the mathematics of Ramanujan.
Java and Python wrapper for the Julia language PDDL library (PDDL.jl)
Harmonic is a Palo Alto AI lab building Mathematical Superintelligence (MSI) — AI that reasons with rigorous, verifiable logic rather than statistical pattern matching. Its flagship product, Aristotle, is a formal reasoning agent that uses Lean 4 to prove and formally verify graduate- and research-level problems in mathematics and software.
A research review about reasoning in Artificial Neural Networks.
Course Project, UniStuttgart, WiSe2425
A research program on whether adaptive systems can become appropriately different without losing their capacity for justified correction.
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