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Autonomous Agents for Collaborative Task under Information Asymmetry

Neural Information Processing Systems

It communicates among agents within the system to collaboratively solve tasks, under the premise of shared information. However, when agents' collaborations are leveraged to perform multi-person tasks, a new


Mobile-Agent-v2: Mobile Device Operation Assistant with Effective Navigation via Multi-Agent Collaboration

Neural Information Processing Systems

Instead, MLLM-based agents, which enhance capabilities through tool invocation, are gradually being applied to this scenario. However, the two major navigation challenges in mobile device operation tasks -- task progress navigation and focus content navigation -- are difficult to effectively solve under the single-agent architecture of existing work.


GTSinger: A Global Multi-Technique Singing Corpus with Realistic Music Scores for All Singing Tasks Y u Zhang

Neural Information Processing Systems

To tackle these problems, we present GTSinger, a large G lobal, multi-T echnique, free-to-use, high-quality singing corpus with realistic music scores, designed for all singing tasks, along with its benchmarks. Particularly, (1) we collect 80.59 hours of high-quality singing voices, forming the largest recorded singing dataset; (2) 20 professional singers across nine widely spoken languages offer diverse timbres and styles; (3) we provide controlled comparison and phoneme-level annotations of six commonly used singing techniques, helping technique modeling and control; (4) GTSinger offers realistic music scores, assisting real-world musical composition; (5) singing



California test scores improve amid lingering pandemic setbacks. LAUSD, Compton show gains

Los Angeles Times

Compton Unified and LAUSD schools are among the high flyers for progress in latest state test scores, but pandemic setbacks linger statewide. Gov. Gavin Newsom signs literacy bill to implement science of reading.