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Academic · 1 min

From Static Templates to Dynamic Runtime Graphs: A Survey of Workflow Optimization for LLM Agents

arXiv:2603.22386v1 Announce Type: new Abstract: Large language model (LLM)-based systems are becoming increasingly popular for solving tasks by constructing executable workflows that interleave LLM calls, …

Ling Yue, Kushal Raj Bhandari, Ching-Yun Ko, Dhaval Patel, Shuxin Lin, Nianjun Zhou, Jianxi Gao, Pin-Yu Chen, Shaowu Pan

6 views Mar 25

Academic · 1 min

On the use of Aggregation Operators to improve Human Identification using Dental Records

arXiv:2603.23003v1 Announce Type: new Abstract: The comparison of dental records is a standardized technique in forensic dentistry used to speed up the identification of individuals …

Antonio D. Villegas-Yeguas, Guillermo R-Garc\'ia, Tzipi Kahana, Jorge Pinares Toledo, Esi Sharon, Oscar Iba\~nez, Oscar Cord\'on

13 views Mar 25

Academic · 1 min

Online library learning in human visual puzzle solving

arXiv:2603.23244v1 Announce Type: new Abstract: When learning a novel complex task, people often form efficient reusable abstractions that simplify future work, despite uncertainty about the …

Pinzhe Zhao, Emanuele Sansone, Marta Kryven, Bonan Zhao

6 views Mar 25

Academic · 1 min

Benchmarking Multi-Agent LLM Architectures for Financial Document Processing: A Comparative Study of Orchestration Patterns, Cost-Accuracy …

arXiv:2603.22651v1 Announce Type: new Abstract: The adoption of large language models (LLMs) for structured information extraction from financial documents has accelerated rapidly, yet production deployments …

Siddhant Kulkarni, Yukta Kulkarni

25 views Mar 25

Academic · 1 min

Synthetic or Authentic? Building Mental Patient Simulators from Longitudinal Evidence

arXiv:2603.22704v1 Announce Type: new Abstract: Patient simulation is essential for developing and evaluating mental health dialogue systems. As most existing approaches rely on snapshot-style prompts …

Baihan Li, Bingrui Jin, Kunyao Lan, Ming Wang, Mengyue Wu

23 views Mar 25

Academic · 1 min

Describe-Then-Act: Proactive Agent Steering via Distilled Language-Action World Models

arXiv:2603.23149v1 Announce Type: new Abstract: Deploying safety-critical agents requires anticipating the consequences of actions before they are executed. While world models offer a paradigm for …

Massimiliano Pappa, Luca Romani, Valentino Sacco, Alessio Palma, St\'ephane Lathuili\`ere, Fabio Galasso, Xavier Alameda-Pineda, Indro Spinelli

10 views Mar 25

Academic · 1 min

JFTA-Bench: Evaluate LLM's Ability of Tracking and Analyzing Malfunctions Using Fault Trees

arXiv:2603.22978v1 Announce Type: new Abstract: In the maintenance of complex systems, fault trees are used to locate problems and provide targeted solutions. To enable fault …

Yuhui Wang, Zhixiong Yang, Ming Zhang, Shihan Dou, Zhiheng Xi, Enyu Zhou, Senjie Jin, Yujiong Shen, Dingwei Zhu, Yi Dong, Tao Gui, Qi Zhang, Xuanjing Huang

11 views Mar 25

Academic · 1 min

CLiGNet: Clinical Label-Interaction Graph Network for Medical Specialty Classification from Clinical Transcriptions

arXiv:2603.22752v1 Announce Type: new Abstract: Automated classification of clinical transcriptions into medical specialties is essential for routing, coding, and clinical decision support, yet prior work …

Pronob Kumar Barman, Pronoy Kumar Barman

10 views Mar 25

Academic · 1 min

Functional Component Ablation Reveals Specialization Patterns in Hybrid Language Model Architectures

arXiv:2603.22473v1 Announce Type: new Abstract: Hybrid language models combining attention with state space models (SSMs) or linear attention offer improved efficiency, but whether both components …

Hector Borobia, Elies Segu\'i-Mas, Guillermina Tormo-Carb\'o

14 views Mar 25

Academic · 1 min

Optimizing Small Language Models for NL2SQL via Chain-of-Thought Fine-Tuning

arXiv:2603.22942v1 Announce Type: new Abstract: Translating Natural Language to SQL (NL2SQL) remains a critical bottleneck for democratization of data in enterprises. Although Large Language Models …

Anshul Solanki, Sanchit Latawa, Koushik Chakraborty, Navneet Kamboj

5 views Mar 25

Academic · 1 min

RelayS2S: A Dual-Path Speculative Generation for Real-Time Dialogue

arXiv:2603.23346v1 Announce Type: new Abstract: Real-time spoken dialogue systems face a fundamental tension between latency and response quality. End-to-end speech-to-speech (S2S) models respond immediately and …

Long Mai

6 views Mar 25

Academic · 1 min

STEM Agent: A Self-Adapting, Tool-Enabled, Extensible Architecture for Multi-Protocol AI Agent Systems

arXiv:2603.22359v1 Announce Type: new Abstract: Current AI agent frameworks commit early to a single interaction protocol, a fixed tool integration strategy, and static user models, …

Alfred Shen, Aaron Shen

6 views Mar 25

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Articles

From Static Templates to Dynamic Runtime Graphs: A Survey of Workflow Optimization for LLM Agents

On the use of Aggregation Operators to improve Human Identification using Dental Records

Online library learning in human visual puzzle solving

Benchmarking Multi-Agent LLM Architectures for Financial Document Processing: A Comparative Study of Orchestration Patterns, Cost-Accuracy …

Synthetic or Authentic? Building Mental Patient Simulators from Longitudinal Evidence

Describe-Then-Act: Proactive Agent Steering via Distilled Language-Action World Models

JFTA-Bench: Evaluate LLM's Ability of Tracking and Analyzing Malfunctions Using Fault Trees

CLiGNet: Clinical Label-Interaction Graph Network for Medical Specialty Classification from Clinical Transcriptions

Functional Component Ablation Reveals Specialization Patterns in Hybrid Language Model Architectures

Optimizing Small Language Models for NL2SQL via Chain-of-Thought Fine-Tuning

RelayS2S: A Dual-Path Speculative Generation for Real-Time Dialogue

STEM Agent: A Self-Adapting, Tool-Enabled, Extensible Architecture for Multi-Protocol AI Agent Systems

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