SV-LLM: An Agentic Approach for SoC Security Verification using Large Language Models
arXiv:2506.20415v1 Announce Type: cross Abstract: Ensuring the security of complex system-on-chips (SoCs) designs is a critical imperative, yet traditional verification…
Quantifying Fairness in LLMs Beyond Tokens: A Semantic and Statistical Perspective
arXiv:2506.19028v2 Announce Type: replace-cross Abstract: Large Language Models (LLMs) often generate responses with inherent biases, undermining their reliability in real-world…
Model-based reinforcement learning for ultrasound-driven autonomous microrobots
Nature Machine Intelligence, Published online: 26 June 2025; doi:10.1038/s42256-025-01054-2 Medany et al. present AI-driven microrobots that use ultrasound propulsion to…
Universal interatomic potentials shine in finding crystal structures
Nature Machine Intelligence, Published online: 26 June 2025; doi:10.1038/s42256-025-01061-3 Various machine learning models have been developed in recent years for…
Signal Use and Emergent Cooperation
arXiv:2506.18920v1 Announce Type: new Abstract: In this work, we investigate how autonomous agents, organized into tribes, learn to use communication…
MuseControlLite: Multifunctional Music Generation with Lightweight Conditioners
arXiv:2506.18729v2 Announce Type: replace-cross Abstract: We propose MuseControlLite, a lightweight mechanism designed to fine-tune text-to-music generation models for precise conditioning…
FAF: A Feature-Adaptive Framework for Few-Shot Time Series Forecasting
arXiv:2506.19567v1 Announce Type: cross Abstract: Multi-task and few-shot time series forecasting tasks are commonly encountered in scenarios such as the…
PrivacyXray: Detecting Privacy Breaches in LLMs through Semantic Consistency and Probability Certainty
arXiv:2506.19563v1 Announce Type: cross Abstract: Large Language Models (LLMs) are widely used in sensitive domains, including healthcare, finance, and legal…
ReDit: Reward Dithering for Improved LLM Policy Optimization
arXiv:2506.18631v2 Announce Type: replace-cross Abstract: DeepSeek-R1 has successfully enhanced Large Language Model (LLM) reasoning capabilities through its rule-based reward system.…