AAAI

Signed Dual Attention: Capturing Signed Dependencies in Time Series Forecasting

符号双注意力：在时间序列预测中捕捉符号依赖关系

Balthazar Courvoisier, Tristan Cazenave

机构 * Queensfield AI Technologies 纠错

AI总结 提出符号双注意力机制，通过双消息传递方案同时捕捉正负依赖关系，无需额外参数，提升时间序列预测性能。

Comments 5 pages, 3 figures, accepted at AAAI 2026 AI4TS Workshop

ReCoN-Ipsundrum: An Inspectable Recurrent Persistence Loop Agent with Affect-Coupled Control and Mechanism-Linked Consciousness Indicator Assays

ReCoN-Ipsundrum：一个可检验的循环持续性代理，具有情感耦合控制和机制关联的意识指标测试

Aishik Sanyal

机构 * Aishik Sanyal 纠错

AI总结 本文提出ReCoN-Ipsundrum代理，通过情感耦合控制和机制关联意识指标测试，探讨意识指标与行为之间的关系，发现情感耦合能提高探索和谨慎行为。

Comments Accepted at AAAI 2026 Spring Symposium - Machine Consciousness: Integrating Theory, Technology, and Philosophy

Journal ref Proceedings of the AAAI Symposium Series, 8(1):352-360, 2026