Academic

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Academic · 1 min

MedMASLab: A Unified Orchestration Framework for Benchmarking Multimodal Medical Multi-Agent Systems

arXiv:2603.09909v1 Announce Type: new Abstract: While Multi-Agent Systems (MAS) show potential for complex clinical decision support, the field remains hindered by architectural fragmentation and the …

Yunhang Qian, Xiaobin Hu, Jiaquan Yu, Siyang Xin, Xiaokun Chen, Jiangning Zhang, Peng-Tao Jiang, Jiawei Liu, Hongwei Bran Li

32 views Mar 11

Academic · 1 min

Reward Prediction with Factorized World States

arXiv:2603.09400v1 Announce Type: new Abstract: Agents must infer action outcomes and select actions that maximize a reward signal indicating how close the goal is to …

Yijun Shen, Delong Chen, Xianming Hu, Jiaming Mi, Hongbo Zhao, Kai Zhang, Pascale Fung

55 views Mar 11

Academic · 1 min

EsoLang-Bench: Evaluating Genuine Reasoning in Large Language Models via Esoteric Programming Languages

arXiv:2603.09678v1 Announce Type: new Abstract: Large language models achieve near-ceiling performance on code generation benchmarks, yet these results increasingly reflect memorization rather than genuine reasoning. …

Aman Sharma, Paras Chopra

37 views Mar 11

Academic · 1 min

Influencing LLM Multi-Agent Dialogue via Policy-Parameterized Prompts

arXiv:2603.09890v1 Announce Type: new Abstract: Large Language Models (LLMs) have emerged as a new paradigm for multi-agent systems. However, existing research on the behaviour of …

Hongbo Bo, Jingyu Hu, Weiru Liu

37 views Mar 11

Academic · 1 min

Time, Identity and Consciousness in Language Model Agents

arXiv:2603.09043v1 Announce Type: new Abstract: Machine consciousness evaluations mostly see behavior. For language model agents that behavior is language and tool use. That lets an …

Elija Perrier, Michael Timothy Bennett

38 views Mar 11

Academic · 1 min

Logos: An evolvable reasoning engine for rational molecular design

arXiv:2603.09268v1 Announce Type: new Abstract: The discovery and design of functional molecules remain central challenges across chemistry,biology, and materials science. While recent advances in machine …

Haibin Wen, Zhe Zhao, Fanfu Wang, Tianyi Xu, Hao Zhang, Chao Yang, Ye Wei

36 views Mar 11

Academic · 1 min

TaSR-RAG: Taxonomy-guided Structured Reasoning for Retrieval-Augmented Generation

arXiv:2603.09341v1 Announce Type: new Abstract: Retrieval-Augmented Generation (RAG) helps large language models (LLMs) answer knowledge-intensive and time-sensitive questions by conditioning generation on external evidence. However, …

Jiashuo Sun, Yixuan Xie, Jimeng Shi, Shaowen Wang, Jiawei Han

37 views Mar 11

Academic · 1 min

LDP: An Identity-Aware Protocol for Multi-Agent LLM Systems

arXiv:2603.08852v1 Announce Type: new Abstract: As multi-agent AI systems grow in complexity, the protocols connecting them constrain their capabilities. Current protocols such as A2A and …

Sunil Prakash

45 views Mar 11

Academic · 1 min

Common Sense vs. Morality: The Curious Case of Narrative Focus Bias in LLMs

arXiv:2603.09434v1 Announce Type: new Abstract: Large Language Models (LLMs) are increasingly deployed across diverse real-world applications and user communities. As such, it is crucial that …

Saugata Purkayastha, Pranav Kushare, Pragya Paramita Pal, Sukannya Purkayastha

58 views Mar 11

Academic · 1 min

PathMem: Toward Cognition-Aligned Memory Transformation for Pathology MLLMs

arXiv:2603.09943v1 Announce Type: new Abstract: Computational pathology demands both visual pattern recognition and dynamic integration of structured domain knowledge, including taxonomy, grading criteria, and clinical …

Jinyue Li, Yuci Liang, Qiankun Li, Xinheng Lyu, Jiayu Qian, Huabao Chen, Kun Wang, Zhigang Zeng, Anil Anthony Bharath, Yang Liu

30 views Mar 11

Academic · 1 min

ConFu: Contemplate the Future for Better Speculative Sampling

arXiv:2603.08899v1 Announce Type: new Abstract: Speculative decoding has emerged as a powerful approach to accelerate large language model (LLM) inference by employing lightweight draft models …

Zongyue Qin, Raghavv Goel, Mukul Gagrani, Risheek Garrepalli, Mingu Lee, Yizhou Sun

20 views Mar 11

Academic · 1 min

DuplexCascade: Full-Duplex Speech-to-Speech Dialogue with VAD-Free Cascaded ASR-LLM-TTS Pipeline and Micro-Turn Optimization

arXiv:2603.09180v1 Announce Type: new Abstract: Spoken dialog systems with cascaded ASR-LLM-TTS modules retain strong LLM intelligence, but VAD segmentation often forces half-duplex turns and brittle …

Jianing Yang, Yusuke Fujita, Yui Sudo

29 views Mar 11

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Academic

MedMASLab: A Unified Orchestration Framework for Benchmarking Multimodal Medical Multi-Agent Systems

Reward Prediction with Factorized World States

EsoLang-Bench: Evaluating Genuine Reasoning in Large Language Models via Esoteric Programming Languages

Influencing LLM Multi-Agent Dialogue via Policy-Parameterized Prompts

Time, Identity and Consciousness in Language Model Agents

Logos: An evolvable reasoning engine for rational molecular design

TaSR-RAG: Taxonomy-guided Structured Reasoning for Retrieval-Augmented Generation

LDP: An Identity-Aware Protocol for Multi-Agent LLM Systems

Common Sense vs. Morality: The Curious Case of Narrative Focus Bias in LLMs

PathMem: Toward Cognition-Aligned Memory Transformation for Pathology MLLMs

ConFu: Contemplate the Future for Better Speculative Sampling

DuplexCascade: Full-Duplex Speech-to-Speech Dialogue with VAD-Free Cascaded ASR-LLM-TTS Pipeline and Micro-Turn Optimization

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