Knowledge Graphs
2 published articles
NLP & ML3 min read
Knowledge Graphs & Urban AI
Stations aren't islands: how RTSKG rewires urban transit data
City-scale transit models often ignore how stations relate to roads and businesses. RTSKG, a knowledge graph dataset posted to arXiv, models those interactions explicitly and reports gains on store recommendation and ridership prediction.
2026-08-18
Labs & Research4 min read
AI Research
The gradient wall that blocked neural networks from reasoning just got a soft demolition
SoftReason is a fully differentiable neuro-soft-symbolic architecture for deductive reasoning. It removes the gradient barrier between perception and deduction, enabling end-to-end training over high-dimensional perceptual data and knowledge graph triples. On KVQA, it shows how soft reasoning can unify grounding, evidence injection, and closure.
2026-07-26