3 papers
cs.LG2026
Attractor States Emerge in Multi-Turn LLM Conversations
Ting-Wen Ko, Jonas Geiping
Large language models (LLMs) are increasingly used in open-ended multi-agent settings, but the long-run dynamics of model--model interaction remain poorly understood. We study whet…
cs.CV2025
Evolve to Inspire: Novelty Search for Diverse Image Generation
Alex Inch, Passawis Chaiyapattanaporn, Yuchen Zhu +3
Text-to-image diffusion models, while proficient at generating high-fidelity images, often suffer from limited output diversity, hindering their application in exploratory and idea…
cs.CL2025
Beyond Independent Passages: Adaptive Passage Combination Retrieval for Retrieval Augmented Open-Domain Question Answering
Ting-Wen Ko, Jyun-Yu Jiang, Pu-Jen Cheng
Retrieval-augmented generation (RAG) enhances large language models (LLMs) by incorporating external documents at inference time, enabling up-to-date knowledge access without costl…