Academic

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Academic · 1 min

GoAgent: Group-of-Agents Communication Topology Generation for LLM-based Multi-Agent Systems

arXiv:2603.19677v1 Announce Type: new Abstract: Large language model (LLM)-based multi-agent systems (MAS) have demonstrated exceptional capabilities in solving complex tasks, yet their effectiveness depends heavily …

Hongjiang Chen, Xin Zheng, Yixin Liu, Pengfei Jiao, Shiyuan Li, Huan Liu, Zhidong Zhao, Ziqi Xu, Ibrahim Khalil, Shirui Pan

33 views Mar 23

Academic · 1 min

Reflection in the Dark: Exposing and Escaping the Black Box in Reflective Prompt Optimization

arXiv:2603.18388v1 Announce Type: new Abstract: Automatic prompt optimization (APO) has emerged as a powerful paradigm for improving LLM performance without manual prompt engineering. Reflective APO …

Shiyan Liu, Qifeng Xia, Qiyun Xia, Yisheng Liu, Xinyu Yu, Rui Qu

35 views Mar 20

Academic · 1 min

Balanced Thinking: Improving Chain of Thought Training in Vision Language Models

arXiv:2603.18656v1 Announce Type: new Abstract: Multimodal reasoning in vision-language models (VLMs) typically relies on a two-stage process: supervised fine-tuning (SFT) and reinforcement learning (RL). In …

Shaked Perek, Ben Wiesel, Avihu Dekel, Nimrod Shabtay, Eli Schwartz

11 views Mar 20

Academic · 1 min

AS2 -- Attention-Based Soft Answer Sets: An End-to-End Differentiable Neuro-Soft-Symbolic Reasoning Architecture

arXiv:2603.18436v1 Announce Type: new Abstract: Neuro-symbolic artificial intelligence (AI) systems typically couple a neural perception module to a discrete symbolic solver through a non-differentiable boundary, …

Wael AbdAlmageed

70 views Mar 20

Academic · 1 min

Real-Time Trustworthiness Scoring for LLM Structured Outputs and Data Extraction

arXiv:2603.18014v1 Announce Type: new Abstract: Structured Outputs from current LLMs exhibit sporadic errors, hindering enterprise AI efforts from realizing their immense potential. We present CONSTRUCT, …

Hui Wen Goh, Jonas Mueller

21 views Mar 20

Academic · 1 min

D-Mem: A Dual-Process Memory System for LLM Agents

arXiv:2603.18631v1 Announce Type: new Abstract: Driven by the development of persistent, self-adapting autonomous agents, equipping these systems with high-fidelity memory access for long-horizon reasoning has …

Zhixing You, Jiachen Yuan, Jason Cai

8 views Mar 20

Academic · 1 min

CAPSUL: A Comprehensive Human Protein Benchmark for Subcellular Localization

arXiv:2603.18571v1 Announce Type: new Abstract: Subcellular localization is a crucial biological task for drug target identification and function annotation. Although it has been biologically realized …

Yicheng Hu, Xinyu Lin, Shulin Li, Wenjie Wang, Fengbin Zhu, Fuli Feng

56 views Mar 20

Academic · 1 min

TherapyGym: Evaluating and Aligning Clinical Fidelity and Safety in Therapy Chatbots

arXiv:2603.18008v1 Announce Type: new Abstract: Large language models (LLMs) are increasingly used for mental-health support; yet prevailing evaluation methods--fluency metrics, preference tests, and generic dialogue …

Fangrui Huang, Souhad Chbeir, Arpandeep Khatua, Sheng Wang, Sijun Tan, Kenan Ye, Lily Bailey, Merryn Daniel, Ryan Louie, Sanmi Koyejo, Ehsan Adeli

18 views Mar 20

Academic · 1 min

Reasonably reasoning AI agents can avoid game-theoretic failures in zero-shot, provably

arXiv:2603.18563v1 Announce Type: new Abstract: AI agents are increasingly deployed in interactive economic environments characterized by repeated AI-AI interactions. Despite AI agents' advanced capabilities, empirical …

Enoch Hyunwook Kang

42 views Mar 20

Academic · 1 min

An Agentic System for Schema Aware NL2SQL Generation

arXiv:2603.18018v1 Announce Type: new Abstract: The natural language to SQL (NL2SQL) task plays a pivotal role in democratizing data access by enabling non-expert users to …

David Onyango, Naseef Mansoor

64 views Mar 20

Academic · 1 min

Expert Personas Improve LLM Alignment but Damage Accuracy: Bootstrapping Intent-Based Persona Routing with PRISM

arXiv:2603.18507v1 Announce Type: new Abstract: Persona prompting can steer LLM generation towards a domain-specific tone and pattern. This behavior enables use cases in multi-agent systems …

Zizhao Hu, Mohammad Rostami, Jesse Thomason

10 views Mar 20

Academic · 1 min

DEAF: A Benchmark for Diagnostic Evaluation of Acoustic Faithfulness in Audio Language Models

arXiv:2603.18048v1 Announce Type: new Abstract: Recent Audio Multimodal Large Language Models (Audio MLLMs) demonstrate impressive performance on speech benchmarks, yet it remains unclear whether these …

Jiaqi Xiong, Yunjia Qi, Qi Cao, Yu Zheng, Weisheng Xu, Ziteng Wang, Ruofan Liao, Yutong Zhang, Sichen Liu

26 views Mar 20

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Academic

GoAgent: Group-of-Agents Communication Topology Generation for LLM-based Multi-Agent Systems

Reflection in the Dark: Exposing and Escaping the Black Box in Reflective Prompt Optimization

Balanced Thinking: Improving Chain of Thought Training in Vision Language Models

AS2 -- Attention-Based Soft Answer Sets: An End-to-End Differentiable Neuro-Soft-Symbolic Reasoning Architecture

Real-Time Trustworthiness Scoring for LLM Structured Outputs and Data Extraction

D-Mem: A Dual-Process Memory System for LLM Agents

CAPSUL: A Comprehensive Human Protein Benchmark for Subcellular Localization

TherapyGym: Evaluating and Aligning Clinical Fidelity and Safety in Therapy Chatbots

Reasonably reasoning AI agents can avoid game-theoretic failures in zero-shot, provably

An Agentic System for Schema Aware NL2SQL Generation

Expert Personas Improve LLM Alignment but Damage Accuracy: Bootstrapping Intent-Based Persona Routing with PRISM

DEAF: A Benchmark for Diagnostic Evaluation of Acoustic Faithfulness in Audio Language Models

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