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ManifoldGD: Training-Free Hierarchical Manifold Guidance for Diffusion-Based Dataset Distillation

✍️ Ayush Roy, Wei-Yang Alex Lee, Rudrasis Chakraborty, Vishnu Suresh Lokhande 📅 2026-02-26
In recent times, large datasets hinder efficient model training while also containing redundant concepts. Dataset distillation aims to synthesize compact datasets that preserve the knowledge of large-...
#diffusion model

Towards Long-Form Spatio-Temporal Video Grounding

✍️ Xin Gu, Bing Fan, Jiali Yao, Zhipeng Zhang, Yan Huang, Cheng Han, Heng Fan, Libo Zhang 📅 2026-02-26
In real scenarios, videos can span several minutes or even hours. However, existing research on spatio-temporal video grounding (STVG), given a textual query, mainly focuses on localizing targets in s...
#transformer

Utilizing LLMs for Industrial Process Automation

✍️ Salim Fares 📅 2026-02-26
A growing number of publications address the best practices to use Large Language Models (LLMs) for software engineering in recent years. However, most of this work focuses on widely-used general purp...
#manufacturing #automation #robot #industrial

Toward Expert Investment Teams:A Multi-Agent LLM System with Fine-Grained Trading Tasks

✍️ Kunihiro Miyazaki, Takanobu Kawahara, Stephen Roberts, Stefan Zohren 📅 2026-02-26
The advancement of large language models (LLMs) has accelerated the development of autonomous financial trading systems. While mainstream approaches deploy multi-agent systems mimicking analyst and ma...
#multi-agent

Evaluating Zero-Shot and One-Shot Adaptation of Small Language Models in Leader-Follower Interaction

✍️ Rafael R. Baptista, André de Lima Salgado, Ricardo V. Godoy, Marcelo Becker, Thiago Boaventura, Gust... 📅 2026-02-26
Leader-follower interaction is an important paradigm in human-robot interaction (HRI). Yet, assigning roles in real time remains challenging for resource-constrained mobile and assistive robots. While...
#robot

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