Academic

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Academic · 1 min

Position: Multi-Agent Algorithmic Care Systems Demand Contestability for Trustworthy AI

arXiv:2603.20595v1 Announce Type: new Abstract: Multi-agent systems (MAS) are increasingly used in healthcare to support complex decision-making through collaboration among specialized agents. Because these systems …

Truong Thanh Hung Nguyen, H\'el\`ene Fournier, Piper Jackson, Makoto Itoh, Shannon Freeman, Rene Richard, Hung Cao

41 views Mar 24

Academic · 1 min

Domain-Specialized Tree of Thought through Plug-and-Play Predictors

arXiv:2603.20267v1 Announce Type: new Abstract: While Large Language Models (LLMs) have advanced complex reasoning, prominent methods like the Tree of Thoughts (ToT) framework face a …

Xuanqi Gao, Haoyu Wang, Jun Sun, Shiqing Ma, Chao Shen

5 views Mar 24

Academic · 1 min

ConsRoute:Consistency-Aware Adaptive Query Routing for Cloud-Edge-Device Large Language Models

arXiv:2603.21237v1 Announce Type: new Abstract: Large language models (LLMs) deliver impressive capabilities but incur substantial inference latency and cost, which hinders their deployment in latency-sensitive …

Haoyu Qiao, Hao Zhang, Shanwen Mao, Siyao Cheng, Jie Liu

7 views Mar 24

Academic · 1 min

The Library Theorem: How External Organization Governs Agentic Reasoning Capacity

arXiv:2603.21272v1 Announce Type: new Abstract: Externalized reasoning is already exploited by transformer-based agents through chain-of-thought, but structured retrieval -- indexing over one's own reasoning state …

Zachary F. Mainen

11 views Mar 24

Academic · 1 min

Can LLMs Fool Graph Learning? Exploring Universal Adversarial Attacks on Text-Attributed Graphs

arXiv:2603.21155v1 Announce Type: new Abstract: Text-attributed graphs (TAGs) enhance graph learning by integrating rich textual semantics and topological context for each node. While boosting expressiveness, …

Zihui Chen, Yuling Wang, Pengfei Jiao, Kai Wu, Xiao Wang, Xiang Ao, Dalin Zhang

9 views Mar 24

Academic · 1 min

Knowledge Boundary Discovery for Large Language Models

arXiv:2603.21022v1 Announce Type: new Abstract: We propose Knowledge Boundary Discovery (KBD), a reinforcement learning based framework to explore the knowledge boundaries of the Large Language …

Ziquan Wang, Zhongqi Lu

9 views Mar 24

Academic · 1 min

Beyond Test-Time Compute Strategies: Advocating Energy-per-Token in LLM Inference

arXiv:2603.20224v1 Announce Type: new Abstract: Large Language Models (LLMs) demonstrate exceptional performance across diverse tasks but come with substantial energy and computational costs, particularly in …

Patrick Wilhelm, Thorsten Wittkopp, Odej Kao

118 views Mar 24

Academic · 1 min

Me, Myself, and $\pi$ : Evaluating and Explaining LLM Introspection

arXiv:2603.20276v1 Announce Type: new Abstract: A hallmark of human intelligence is Introspection-the ability to assess and reason about one's own cognitive processes. Introspection has emerged …

Atharv Naphade, Samarth Bhargav, Sean Lim, Mcnair Shah

8 views Mar 24

Academic · 1 min

Abjad-Kids: An Arabic Speech Classification Dataset for Primary Education

arXiv:2603.20255v1 Announce Type: new Abstract: Speech-based AI educational applications have gained significant interest in recent years, particularly for children. However, children speech research remains limited …

Abdul Aziz Snoubara, Baraa Al_Maradni, Haya Al_Naal, Malek Al_Madrmani, Roaa Jdini, Seedra Zarzour, Khloud Al Jallad

33 views Mar 24

Academic · 1 min

Grounded Chess Reasoning in Language Models via Master Distillation

arXiv:2603.20510v1 Announce Type: new Abstract: Language models often lack grounded reasoning capabilities in specialized domains where training data is scarce but bespoke systems excel. We …

Zhenwei Tang, Qianfeng Wen, Seth Grief-Albert, Yahya Elgabra, Blair Yang, Honghua Dong, Ashton Anderson

8 views Mar 24

Academic · 1 min

Agentic AI and the next intelligence explosion

arXiv:2603.20639v1 Announce Type: new Abstract: The "AI singularity" is often miscast as a monolithic, godlike mind. Evolution suggests a different path: intelligence is fundamentally plural, …

James Evans, Benjamin Bratton, Blaise Ag\"uera y Arcas

7 views Mar 24

Academic · 1 min

Towards Intelligent Geospatial Data Discovery: a knowledge graph-driven multi-agent framework powered by large language models

arXiv:2603.20670v1 Announce Type: new Abstract: The rapid growth in the volume, variety, and velocity of geospatial data has created data ecosystems that are highly distributed, …

Ruixiang Liu, Zhenlong Li, Ali Khosravi Kazazi

36 views Mar 24

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Academic

Position: Multi-Agent Algorithmic Care Systems Demand Contestability for Trustworthy AI

Domain-Specialized Tree of Thought through Plug-and-Play Predictors

ConsRoute:Consistency-Aware Adaptive Query Routing for Cloud-Edge-Device Large Language Models

The Library Theorem: How External Organization Governs Agentic Reasoning Capacity

Can LLMs Fool Graph Learning? Exploring Universal Adversarial Attacks on Text-Attributed Graphs

Knowledge Boundary Discovery for Large Language Models

Beyond Test-Time Compute Strategies: Advocating Energy-per-Token in LLM Inference

Me, Myself, and $\pi$ : Evaluating and Explaining LLM Introspection

Abjad-Kids: An Arabic Speech Classification Dataset for Primary Education

Grounded Chess Reasoning in Language Models via Master Distillation

Agentic AI and the next intelligence explosion

Towards Intelligent Geospatial Data Discovery: a knowledge graph-driven multi-agent framework powered by large language models

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