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5 results for “topology”
Distributed Training using an Intelligent Network
A research paper proposes treating wide-area networks as active participants in distributed AI training by integrating multicast and in-line FPGAs with topology-aware synchronization algorithms, aiming to reduce the performance gap between WAN-based and colocated training.
Aug 28, 2026
Semi-Supervised Text-Attributed Graph Distillation
A new semi-supervised graph distillation method called \algo{} is proposed to improve scalability and interpretability of text-attributed graphs (TAGs) when used with large language models, addressing bottlenecks in representation learning.
Jul 24, 2026
Introducing ASCIITermDraw Bench | Testing the ability of VLMs to Generate and Edit ASCII
ASCIITermDraw-Bench is a newly introduced open benchmark evaluating Vision-Language Models' ability to generate and edit ASCII diagrams across four task categories, using dual structural and LLM-judged semantic scoring.
Jul 19, 2026
Quantum Compositional NLP for Arabic: Grammar, Morphology, and Word Sense in Circuit Topology
Researchers introduced the first quantum compositional NLP system for Arabic, mapping grammatical structure to quantum circuit topology to test meaning composition in quantum computing contexts.
Jul 17, 2026
Persona Without Substrate: Regime-Dependence and the LLM Individuation Problem
Researchers challenge a widely-held assumption in LLM individuation by presenting empirical evidence from persona-topology experiments.
Published Jul 2, 2026 · Analyzed Jul 5, 2026