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Academic · 1 min

Traversal-as-Policy: Log-Distilled Gated Behavior Trees as Externalized, Verifiable Policies for Safe, Robust, and Efficient Agents

arXiv:2603.05517v1 Announce Type: cross Abstract: Autonomous LLM agents fail because long-horizon policy remains implicit in model weights and transcripts, while safety is retrofitted post hoc. …

Peiran Li, Jiashuo Sun, Fangzhou Lin, Shuo Xing, Tianfu Fu, Suofei Feng, Chaoqun Ni, Zhengzhong Tu

30 views Mar 9

Academic · 1 min

DeepFact: Co-Evolving Benchmarks and Agents for Deep Research Factuality

arXiv:2603.05912v1 Announce Type: new Abstract: Search-augmented LLM agents can produce deep research reports (DRRs), but verifying claim-level factuality remains challenging. Existing fact-checkers are primarily designed …

Yukun Huang, Leonardo F. R. Ribeiro, Momchil Hardalov, Bhuwan Dhingra, Markus Dreyer, Venkatesh Saligrama

15 views Mar 9

Academic · 1 min

EigenData: A Self-Evolving Multi-Agent Platform for Function-Calling Data Synthesis, Auditing, and Repair

arXiv:2603.05553v1 Announce Type: cross Abstract: Function-calling agents -- large language models that invoke tools and APIs -- require high-quality, domain-specific training data spanning executable environments, …

Jiaao Chen, Jingyuan Qi, Mingye Gao, Wei-Chen Wang, Hanrui Wang, Di Jin

27 views Mar 9

Academic · 1 min

Real-Time AI Service Economy: A Framework for Agentic Computing Across the Continuum

arXiv:2603.05614v1 Announce Type: new Abstract: Real-time AI services increasingly operate across the device-edge-cloud continuum, where autonomous AI agents generate latency-sensitive workloads, orchestrate multi-stage processing pipelines, …

Lauri Lov\'en, Alaa Saleh, Reza Farahani, Ilir Murturi, Miguel Bordallo L\'opez, Praveen Kumar Donta, Schahram Dustdar

20 views Mar 9

Academic · 1 min

Relational Semantic Reasoning on 3D Scene Graphs for Open World Interactive Object Search

arXiv:2603.05642v1 Announce Type: cross Abstract: Open-world interactive object search in household environments requires understanding semantic relationships between objects and their surrounding context to guide exploration …

Imen Mahdi, Matteo Cassinelli, Fabien Despinoy, Tim Welschehold, Abhinav Valada

103 views Mar 9

Academic · 1 min

Spatiotemporal Heterogeneity of AI-Driven Traffic Flow Patterns and Land Use Interaction: A GeoAI-Based Analysis of …

arXiv:2603.05581v1 Announce Type: cross Abstract: Urban traffic flow is governed by the complex, nonlinear interaction between land use configuration and spatiotemporally heterogeneous mobility demand. Conventional …

Olaf Yunus Laitinen Imanov

29 views Mar 9

Academic · 1 min

Molecular Representations for AI in Chemistry and Materials Science: An NLP Perspective

arXiv:2603.05525v1 Announce Type: cross Abstract: Deep learning, a subfield of machine learning, has gained importance in various application areas in recent years. Its growing popularity …

Sanjanasri JP, Pratiti Bhadra, N. Sukumar, Soman KP

31 views Mar 9

Academic · 1 min

On the Reliability of AI Methods in Drug Discovery: Evaluation of Boltz-2 for Structure and …

arXiv:2603.05532v1 Announce Type: cross Abstract: Despite continuing hype about the role of AI in drug discovery, no "AI-discovered drugs" have so far received regulatory approval. …

Shunzhou Wan, Xibei Zhang, Xiao Xue, Peter V. Coveney

26 views Mar 9

Academic · 1 min

Boosting deep Reinforcement Learning using pretraining with Logical Options

arXiv:2603.06565v1 Announce Type: new Abstract: Deep reinforcement learning agents are often misaligned, as they over-exploit early reward signals. Recently, several symbolic approaches have addressed these …

Zihan Ye, Phil Chau, Raban Emunds, Jannis Bl\"uml, Cedric Derstroff, Quentin Delfosse, Oleg Arenz, Kristian Kersting

23 views Mar 9

Academic · 1 min

An Interactive Multi-Agent System for Evaluation of New Product Concepts

arXiv:2603.05980v1 Announce Type: new Abstract: Product concept evaluation is a critical stage that determines strategic resource allocation and project success in enterprises. However, traditional expert-led …

Bin Xuan, Ruo Ai, Hakyeon Lee

22 views Mar 9

Academic · 1 min

VDCook:DIY video data cook your MLLMs

arXiv:2603.05539v1 Announce Type: cross Abstract: We introduce VDCook: a self-evolving video data operating system, a configurable video data construction platform for researchers and vertical domain …

Chengwei Wu

32 views Mar 9

Academic · 1 min

Can LLM Aid in Solving Constraints with Inductive Definitions?

arXiv:2603.03668v1 Announce Type: cross Abstract: Solving constraints involving inductive (aka recursive) definitions is challenging. State-of-the-art SMT/CHC solvers and first-order logic provers provide only limited support …

Weizhi Feng, Shidong Shen, Jiaxiang Liu, Taolue Chen, Fu Song, Zhilin Wu

39 views Mar 9

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Articles

Traversal-as-Policy: Log-Distilled Gated Behavior Trees as Externalized, Verifiable Policies for Safe, Robust, and Efficient Agents

DeepFact: Co-Evolving Benchmarks and Agents for Deep Research Factuality

EigenData: A Self-Evolving Multi-Agent Platform for Function-Calling Data Synthesis, Auditing, and Repair

Real-Time AI Service Economy: A Framework for Agentic Computing Across the Continuum

Relational Semantic Reasoning on 3D Scene Graphs for Open World Interactive Object Search

Spatiotemporal Heterogeneity of AI-Driven Traffic Flow Patterns and Land Use Interaction: A GeoAI-Based Analysis of …

Molecular Representations for AI in Chemistry and Materials Science: An NLP Perspective

On the Reliability of AI Methods in Drug Discovery: Evaluation of Boltz-2 for Structure and …

Boosting deep Reinforcement Learning using pretraining with Logical Options

An Interactive Multi-Agent System for Evaluation of New Product Concepts

VDCook:DIY video data cook your MLLMs

Can LLM Aid in Solving Constraints with Inductive Definitions?

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