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Stop hand-tuning your multi-agent collaboration: EvolveRouter co-evolves agent prompts and routing strategies, dynamically adapting collaboration size to each query for SOTA question answering.
LLMs are introducing a citation crisis in scientific literature, and CiteAudit offers a scalable solution to detect fabricated references with significantly improved accuracy and interpretability.
Current AI alignment strategies that compress human values into a single reward are doomed to flatten values, erase minority viewpoints, and ignore uncertainty, demanding a shift towards "Edge Alignment" that respects value diversity.
A new benchmark, OPBench, offers researchers a standardized way to evaluate and improve graph learning models tackling the opioid crisis across diverse real-world scenarios.
Duality between nodes and hyperedges unlocks unsupervised learning on heterophilic hypergraphs, outperforming supervised methods without needing negative samples.
