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20222026
most citedMulti-Meta-RAG: Improving RAG for Multi-Hop Queries using Database Filtering with LLM-Extracted Metadata

18 citations · 23 across the 11 of their papers we have counts for

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Showing 2025Show all

6 papers · 1 filter

cs.RO2025

When Robots Say No: The Empathic Ethical Disobedience Benchmark

Dmytro Kuzmenko, Nadiya Shvai

Robots must balance compliance with safety and social expectations as blind obedience can cause harm, while over-refusal erodes trust. Existing safe reinforcement learning (RL) ben…

cs.CL2025

MisSynth: Improving MISSCI Logical Fallacies Classification with Synthetic Data

Mykhailo Poliakov, Nadiya Shvai

Health-related misinformation is very prevalent and potentially harmful. It is difficult to identify, especially when claims distort or misinterpret scientific findings. We investi…

cs.LG2025

TD-MPC-Opt: Distilling Model-Based Multi-Task Reinforcement Learning Agents

Dmytro Kuzmenko, Nadiya Shvai

We present a novel approach to knowledge transfer in model-based reinforcement learning, addressing the critical challenge of deploying large world models in resource-constrained e…

cs.RO2025★ 1 cited

MoIRA: Modular Instruction Routing Architecture for Multi-Task Robotics

Dmytro Kuzmenko, Nadiya Shvai

Mixture-of-Experts (MoE) approaches have recently gained traction in robotics applications due to their ability to dynamically allocate computational resources and specialize sub-n…

cs.LG2025

Knowledge Transfer in Model-Based Reinforcement Learning Agents for Efficient Multi-Task Learning

Dmytro Kuzmenko, Nadiya Shvai

We propose an efficient knowledge transfer approach for model-based reinforcement learning, addressing the challenge of deploying large world models in resource-constrained environ…

cs.CV2025★ 4 cited

License Plate Images Generation with Diffusion Models

Mariia Shpir, Nadiya Shvai, Amir Nakib

Despite the evident practical importance of license plate recognition (LPR), corresponding research is limited by the volume of publicly available datasets due to privacy regulatio…