Academic

Academic

Academic · 1 min

Channel-wise Retrieval for Multivariate Time Series Forecasting

arXiv:2604.05543v1 Announce Type: new Abstract: Multivariate time series forecasting often struggles to capture long-range dependencies due to fixed lookback windows. Retrieval-augmented forecasting addresses this by …

Junhyeok Kang, Jun Seo, Soyeon Park, Sangjun Han, Seohui Bae, Hyeokjun Choe, Soonyoung Lee
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Academic · 1 min

TRACE: Capability-Targeted Agentic Training

arXiv:2604.05336v1 Announce Type: new Abstract: Large Language Models (LLMs) deployed in agentic environments must exercise multiple capabilities across different task instances, where a capability is …

Hangoo Kang, Tarun Suresh, Jon Saad-Falcon, Azalia Mirhoseini
22 views
Academic · 1 min

Auditable Agents

arXiv:2604.05485v1 Announce Type: new Abstract: LLM agents call tools, query databases, delegate tasks, and trigger external side effects. Once an agent system can act in …

Yi Nian, Aojie Yuan, Haiyue Zhang, Jiate Li, Yue Zhao
5 views