Academic

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Academic · 1 min

VIGIL: Towards Edge-Extended Agentic AI for Enterprise IT Support

arXiv:2603.16110v1 Announce Type: new Abstract: Enterprise IT support is constrained by heterogeneous devices, evolving policies, and long-tail failure modes that are difficult to resolve centrally. …

Sarthak Ahuja, Neda Kordjazi, Evren Yortucboylu, Vishaal Kapoor, Mariam Dundua, Yiming Li, Derek Ho, Vaibhavi Padala, Jennifer Whitted, Rebecca Steinert

32 views Mar 18

Academic · 1 min

Regularized Latent Dynamics Prediction is a Strong Baseline For Behavioral Foundation Models

arXiv:2603.15857v1 Announce Type: new Abstract: Behavioral Foundation Models (BFMs) produce agents with the capability to adapt to any unknown reward or task. These methods, however, …

Pranaya Jajoo, Harshit Sikchi, Siddhant Agarwal, Amy Zhang, Scott Niekum, Martha White

48 views Mar 18

Academic · 1 min

NextMem: Towards Latent Factual Memory for LLM-based Agents

arXiv:2603.15634v1 Announce Type: new Abstract: Memory is critical for LLM-based agents to preserve past observations for future decision-making, where factual memory serves as its foundational …

Zeyu Zhang, Rui Li, Xiaoyan Zhao, Yang Zhang, Wenjie Wang, Xu Chen, Tat-Seng Chua

42 views Mar 18

Academic · 1 min

Learning to Predict, Discover, and Reason in High-Dimensional Discrete Event Sequences

arXiv:2603.16313v1 Announce Type: new Abstract: Electronic control units (ECUs) embedded within modern vehicles generate a large number of asynchronous events known as diagnostic trouble codes …

Hugo Math

50 views Mar 18

Academic · 1 min

Theoretical Foundations of Latent Posterior Factors: Formal Guarantees for Multi-Evidence Reasoning

arXiv:2603.15674v1 Announce Type: new Abstract: We present a complete theoretical characterization of Latent Posterior Factors (LPF), a principled framework for aggregating multiple heterogeneous evidence items …

Aliyu Agboola Alege

71 views Mar 18

Academic · 1 min

SQL-ASTRA: Alleviating Sparse Feedback in Agentic SQL via Column-Set Matching and Trajectory Aggregation

arXiv:2603.16161v1 Announce Type: new Abstract: Agentic Reinforcement Learning (RL) shows promise for complex tasks, but Text-to-SQL remains mostly restricted to single-turn paradigms. A primary bottleneck …

Long Li, Zhijian Zhou, Jiangxuan Long, Peiyang Liu, Weidi Xu, Zhe Wang, Shirui Pan, Chao Qu

31 views Mar 18

Academic · 1 min

Compiled Memory: Not More Information, but More Precise Instructions for Language Agents

arXiv:2603.15666v1 Announce Type: new Abstract: Existing memory systems for language agents address memory management: how to retrieve and page more information within a context budget. …

James Rhodes, George Kang

27 views Mar 18

Academic · 1 min

MOSAIC: Composable Safety Alignment with Modular Control Tokens

arXiv:2603.16210v1 Announce Type: new Abstract: Safety alignment in large language models (LLMs) is commonly implemented as a single static policy embedded in model parameters. However, …

Jingyu Peng, Hongyu Chen, Jiancheng Dong, Maolin Wang, Wenxi Li, Yuchen Li, Kai Zhang, Xiangyu Zhao

48 views Mar 18

Academic · 1 min

Optimizing Hospital Capacity During Pandemics: A Dual-Component Framework for Strategic Patient Relocation

arXiv:2603.15960v1 Announce Type: new Abstract: The COVID-19 pandemic has placed immense strain on hospital systems worldwide, leading to critical capacity challenges. This research proposes a …

Sadaf Tabatabaee, Hicham El Baz, Mohammed Khalil Ghali, Nagendra N. Nagarur

34 views Mar 18

Academic · 1 min

AsgardBench - Evaluating Visually Grounded Interactive Planning Under Minimal Feedback

arXiv:2603.15888v1 Announce Type: new Abstract: With AsgardBench we aim to evaluate visually grounded, high-level action sequence generation and interactive planning, focusing specifically on plan adaptation …

Andrea Tupini, Lars Liden, Reuben Tan, Yu Wang, Jianfeng Gao

46 views Mar 18

Academic · 1 min

ARISE: Agent Reasoning with Intrinsic Skill Evolution in Hierarchical Reinforcement Learning

arXiv:2603.16060v1 Announce Type: new Abstract: The dominant paradigm for improving mathematical reasoning in language models relies on Reinforcement Learning with verifiable rewards. Yet existing methods …

Yu Li, Rui Miao, Zhengling Qi, Tian Lan

30 views Mar 18

Academic · 1 min

Are Large Language Models Truly Smarter Than Humans?

arXiv:2603.16197v1 Announce Type: new Abstract: Public leaderboards increasingly suggest that large language models (LLMs) surpass human experts on benchmarks spanning academic knowledge, law, and programming. …

Eshwar Reddy M, Sourav Karmakar

37 views Mar 18

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Academic

VIGIL: Towards Edge-Extended Agentic AI for Enterprise IT Support

Regularized Latent Dynamics Prediction is a Strong Baseline For Behavioral Foundation Models

NextMem: Towards Latent Factual Memory for LLM-based Agents

Learning to Predict, Discover, and Reason in High-Dimensional Discrete Event Sequences

Theoretical Foundations of Latent Posterior Factors: Formal Guarantees for Multi-Evidence Reasoning

SQL-ASTRA: Alleviating Sparse Feedback in Agentic SQL via Column-Set Matching and Trajectory Aggregation

Compiled Memory: Not More Information, but More Precise Instructions for Language Agents

MOSAIC: Composable Safety Alignment with Modular Control Tokens

Optimizing Hospital Capacity During Pandemics: A Dual-Component Framework for Strategic Patient Relocation

AsgardBench - Evaluating Visually Grounded Interactive Planning Under Minimal Feedback

ARISE: Agent Reasoning with Intrinsic Skill Evolution in Hierarchical Reinforcement Learning

Are Large Language Models Truly Smarter Than Humans?

JCG, PC

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