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We introduce an innovative RAG-based framework with an ever-improving memory. Inspired by humans'pedagogical process, RAM utilizes recursively reasoning-based retrieval and experience reflections to continually update the memory and learn…

人工智能 · 计算机科学 2024-07-08 Jiaqi Li , Xiaobo Wang , Wentao Ding , Zihao Wang , Yipeng Kang , Zixia Jia , Zilong Zheng

This paper presents Project Riley, a novel multimodal and multi-model conversational AI architecture oriented towards the simulation of reasoning influenced by emotional states. Drawing inspiration from Pixar's Inside Out, the system…

人工智能 · 计算机科学 2025-09-09 Ana Rita Ortigoso , Gabriel Vieira , Daniel Fuentes , Luis Frazão , Nuno Costa , António Pereira

A core assumption of Explainable AI (XAI) is that explanations are useful to users -- that is, users will do something with the explanations. Prior work, however, does not clearly connect the information provided in explanations to user…

人机交互 · 计算机科学 2026-01-29 Gennie Mansi , Julia Kim , Mark Riedl

Large language models perform well on many reasoning tasks, yet they often lack awareness of whether their current knowledge or reasoning state is complete. In non-interactive puzzle settings, the narrative is fixed and the underlying…

人工智能 · 计算机科学 2026-04-23 Fulong Fan , Peilin Liu , Fengzhe Liu , Shuyan Yang , Gang Yan

Future 6G networks will interconnect not only devices, but autonomous machines that continuously sense, reason, and act. In such environments, communication can no longer be understood solely as delivering bits or even preserving semantic…

多智能体系统 · 计算机科学 2026-02-23 Hyowoon Seo , Joonho Seon , Jin Young Kim , Mehdi Bennis , Wan Choi , Dong In Kim

Explainable AI (XAI) in high-stakes domains should help stakeholders trust and verify system outputs. Yet Chain-of-Thought methods reason before concluding, and logical gaps or hallucinations can yield conclusions that do not reliably align…

人工智能 · 计算机科学 2026-01-13 Chen Qian , Yimeng Wang , Yu Chen , Lingfei Wu , Andreas Stathopoulos

There has recently been a surge of work in explanatory artificial intelligence (XAI). This research area tackles the important problem that complex machines and algorithms often cannot provide insights into their behavior and thought…

人工智能 · 计算机科学 2019-02-05 Leilani H. Gilpin , David Bau , Ben Z. Yuan , Ayesha Bajwa , Michael Specter , Lalana Kagal

This paper introduces the MIP Platform architecture model, a novel AI-based cognitive computing platform architecture. The goal of the proposed application of MIP is to reduce the implementation burden for the usage of AI algorithms applied…

分布式、并行与集群计算 · 计算机科学 2020-03-31 Pasquale Giampa , Massimiliano Dibitonto

Narrative comprehension on long stories and novels has been a challenging domain attributed to their intricate plotlines and entangled, often evolving relations among characters and entities. Given the LLM's diminished reasoning over…

计算与语言 · 计算机科学 2025-11-13 Juyuan Wang , Rongchen Zhao , Wei Wei , Yufeng Wang , Mo Yu , Jie Zhou , Jin Xu , Liyan Xu

Explainability is becoming an important requirement for organizations that make use of automated decision-making due to regulatory initiatives and a shift in public awareness. Various and significantly different algorithmic methods to…

机器学习 · 计算机科学 2021-07-12 Tom Vermeire , Thibault Laugel , Xavier Renard , David Martens , Marcin Detyniecki

Models of context-sensitive communication often use the Rational Speech Act framework (RSA; Frank & Goodman, 2012), which formulates listeners and speakers in a cooperative reasoning process. However, the standard RSA formulation can only…

计算与语言 · 计算机科学 2021-08-13 Jennifer Hu , Roger Levy , Noga Zaslavsky

We introduce CogME, a cognition-inspired, multi-dimensional evaluation metric designed for AI models focusing on story understanding. CogME is a framework grounded in human thinking strategies and story elements that involve story…

计算机视觉与模式识别 · 计算机科学 2024-05-21 Minjung Shin , Seongho Choi , Yu-Jung Heo , Minsu Lee , Byoung-Tak Zhang , Jeh-Kwang Ryu

Believable proxies of human behavior can empower interactive applications ranging from immersive environments to rehearsal spaces for interpersonal communication to prototyping tools. In this paper, we introduce generative…

A plausible definition of "reasoning" could be "algebraically manipulating previously acquired knowledge in order to answer a new question". This definition covers first-order logical inference or probabilistic inference. It also includes…

人工智能 · 计算机科学 2011-02-14 Leon Bottou

Inspired by e-participation systems, in this paper we propose a new model to represent human debates and methods to obtain collective conclusions from them. This model overcomes drawbacks of existing approaches by allowing users to…

人工智能 · 计算机科学 2020-07-15 Jordi Ganzer , Natalia Criado , Maite Lopez-Sanchez , Simon Parsons , Juan A. Rodriguez-Aguilar

A hallmark of human language is the ability to effectively and efficiently convey contextually relevant information. One theory for how humans reason about language is presented in the Rational Speech Acts (RSA) framework, which captures…

计算与语言 · 计算机科学 2020-06-02 Julia White , Jesse Mu , Noah D. Goodman

Transformer-decoder language models are a core innovation in text based generative artificial intelligence. These models are being deployed as general-purpose intelligence systems in many applications. Central to their utility is the…

人工智能 · 计算机科学 2025-05-09 John Hawkins

The perceptual experience of architecture is enacted by the sensory and motor system. When we act, we change the perceived environment according to a set of expectations that depend on our body and the built environment. The continuous…

神经元与认知 · 定量生物学 2020-11-10 Zakaria Djebbara , Thomas Parr , Karl Friston

With AI systems becoming more powerful and pervasive, there is increasing debate about keeping their actions aligned with the broader goals and needs of humanity. This multi-disciplinary and multi-stakeholder debate must resolve many…

人工智能 · 计算机科学 2021-12-21 Koen Holtman

Recent advancements in generative artificial intelligence (generative AI) technologies have transformed the computer science discipline of natural language processing. However, generative AI retains the anthropomorphic model of simulating…

计算机与社会 · 计算机科学 2026-03-03 Dejan Grba , Vladimir Todorović