Academic

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Academic · 1 min

Monotropic Artificial Intelligence: Toward a Cognitive Taxonomy of Domain-Specialized Language Models

arXiv:2603.00350v1 Announce Type: new Abstract: The prevailing paradigm in artificial intelligence research equates progress with scale: larger models trained on broader datasets are presumed to …

Antonio de Sousa Leit\~ao Filho, Allan Kardec Duailibe Barros Filho, Fabr\'icio Saul Lima, Selby Mykael Lima dos Santos, Rejani Bandeira Vieira Sousa

3 views Mar 7

Academic · 1 min

Conservative Equilibrium Discovery in Offline Game-Theoretic Multiagent Reinforcement Learning

arXiv:2603.00374v1 Announce Type: new Abstract: Offline learning of strategies takes data efficiency to its extreme by restricting algorithms to a fixed dataset of state-action trajectories. …

Austin A. Nguyen, Michael P. Wellman

4 views Mar 7

Academic · 1 min

NeuroHex: Highly-Efficient Hex Coordinate System for Creating World Models to Enable Adaptive AI

arXiv:2603.00376v1 Announce Type: new Abstract: \textit{NeuroHex} is a hexagonal coordinate system designed to support highly efficient world models and reference frames for online adaptive AI …

Quinn Jacobson, Joe Luo, Jingfei Xu, Shanmuga Venkatachalam, Kevin Wang, Dingchao Rong, John Paul Shen

5 views Mar 7

Academic · 1 min

Confusion-Aware Rubric Optimization for LLM-based Automated Grading

arXiv:2603.00451v1 Announce Type: new Abstract: Accurate and unambiguous guidelines are critical for large language model (LLM) based graders, yet manually crafting these prompts is often …

Yucheng Chu, Hang Li, Kaiqi Yang, Yasemin Copur-Gencturk, Joseph Krajcik, Namsoo Shin, Jiliang Tang

5 views Mar 7

Academic · 1 min

MED-COPILOT: A Medical Assistant Powered by GraphRAG and Similar Patient Case Retrieval

arXiv:2603.00460v1 Announce Type: new Abstract: Clinical decision-making requires synthesizing heterogeneous evidence, including patient histories, clinical guidelines, and trajectories of comparable cases. While large language models …

Shuheng Chen, Namratha Patil, Haonan Pan, Angel Hsing-Chi Hwang, Yao Du, Ruishan Liu, Jieyu Zhao

3 views Mar 7

Academic · 1 min

Optimizing In-Context Demonstrations for LLM-based Automated Grading

arXiv:2603.00465v1 Announce Type: new Abstract: Automated assessment of open-ended student responses is a critical capability for scaling personalized feedback in education. While large language models …

Yucheng Chu, Hang Li, Kaiqi Yang, Yasemin Copur-Gencturk, Kevin Haudek, Joseph Krajcik, Jiliang Tang

4 views Mar 7

Academic · 1 min

Why Not? Solver-Grounded Certificates for Explainable Mission Planning

arXiv:2603.00469v1 Announce Type: new Abstract: Operators of Earth observation satellites need justifications for scheduling decisions: why a request was selected, rejected, or what changes would …

Najeeb Khan

20 views Mar 7

Academic · 1 min

From Goals to Aspects, Revisited: An NFR Pattern Language for Agentic AI Systems

arXiv:2603.00472v1 Announce Type: new Abstract: Agentic AI systems exhibit numerous crosscutting concerns -- security, observability, cost management, fault tolerance -- that are poorly modularized in …

Yijun Yu

13 views Mar 7

Academic · 1 min

LifeEval: A Multimodal Benchmark for Assistive AI in Egocentric Daily Life Tasks

arXiv:2603.00490v1 Announce Type: new Abstract: The rapid progress of Multimodal Large Language Models (MLLMs) marks a significant step toward artificial general intelligence, offering great potential …

Hengjian Gao, Kaiwei Zhang, Shibo Wang, Mingjie Chen, Qihang Cao, Xianfeng Wang, Yucheng Zhu, Xiongkuo Min, Wei Sun, Dandan Zhu, Guangtao Zhai

5 views Mar 7

Academic · 1 min

AI Runtime Infrastructure

arXiv:2603.00495v1 Announce Type: new Abstract: We introduce AI Runtime Infrastructure, a distinct execution-time layer that operates above the model and below the application, actively observing, …

Christopher Cruz

13 views Mar 7

Academic · 1 min

DenoiseFlow: Uncertainty-Aware Denoising for Reliable LLM Agentic Workflows

arXiv:2603.00532v1 Announce Type: new Abstract: Autonomous agents are increasingly entrusted with complex, long-horizon tasks, ranging from mathematical reasoning to software generation. While agentic workflows facilitate …

Yandong Yan, Junwei Peng, Shijie Li, Chenxi Li, Yifei Shang, Can Deng, Ruiting Dai, Yongqiang Zhao, Jiaqi Zhu, Yu Huang

7 views Mar 7

Academic · 1 min

LOGIGEN: Logic-Driven Generation of Verifiable Agentic Tasks

arXiv:2603.00540v1 Announce Type: new Abstract: The evolution of Large Language Models (LLMs) from static instruction-followers to autonomous agents necessitates operating within complex, stateful environments to …

Yucheng Zeng, Weipeng Lu, Linyun Liu, Shupeng Li, Zitian Qu, Chenghao Zhu, Shaofei Li, Zhengdong Tan, Mengyue Liu, Haotian Zhao, Zhe Zhou, Jianmin Wu

4 views Mar 7

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Academic

Monotropic Artificial Intelligence: Toward a Cognitive Taxonomy of Domain-Specialized Language Models

Conservative Equilibrium Discovery in Offline Game-Theoretic Multiagent Reinforcement Learning

NeuroHex: Highly-Efficient Hex Coordinate System for Creating World Models to Enable Adaptive AI

Confusion-Aware Rubric Optimization for LLM-based Automated Grading

MED-COPILOT: A Medical Assistant Powered by GraphRAG and Similar Patient Case Retrieval

Optimizing In-Context Demonstrations for LLM-based Automated Grading

Why Not? Solver-Grounded Certificates for Explainable Mission Planning

From Goals to Aspects, Revisited: An NFR Pattern Language for Agentic AI Systems

LifeEval: A Multimodal Benchmark for Assistive AI in Egocentric Daily Life Tasks

AI Runtime Infrastructure

DenoiseFlow: Uncertainty-Aware Denoising for Reliable LLM Agentic Workflows

LOGIGEN: Logic-Driven Generation of Verifiable Agentic Tasks

JCG, PC

HSOLLC Co., Ltd.