TS-Debate: Multimodal Collaborative Debate for Zero-Shot Time Series Reasoning
Fuente:
arXiv
Saved in:
| Main Authors: | Trirat, Patara, Kwak, Jin Myung, Heo, Jay, Lee, Heejun, Hwang, Sung Ju |
|---|---|
| Format: | Preprint |
| Published: |
2026
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
AutoML-Agent: A Multi-Agent LLM Framework for Full-Pipeline AutoML
by: Trirat, Patara, et al.
Published: (2024)
by: Trirat, Patara, et al.
Published: (2024)
CortexDebate: Debating Sparsely and Equally for Multi-Agent Debate
by: Sun, Yiliu, et al.
Published: (2025)
by: Sun, Yiliu, et al.
Published: (2025)
Heterogeneous Consensus-Progressive Reasoning for Efficient Multi-Agent Debate
by: Liu, Yiqing, et al.
Published: (2026)
by: Liu, Yiqing, et al.
Published: (2026)
When Identity Skews Debate: Anonymization for Bias-Reduced Multi-Agent Reasoning
by: Choi, Hyeong Kyu, et al.
Published: (2025)
by: Choi, Hyeong Kyu, et al.
Published: (2025)
A Picture Is Worth a Graph: A Blueprint Debate Paradigm for Multimodal Reasoning
by: Zheng, Changmeng, et al.
Published: (2024)
by: Zheng, Changmeng, et al.
Published: (2024)
Modeling Latent Partner Strategies for Adaptive Zero-Shot Human-Agent Collaboration
by: Li, Benjamin, et al.
Published: (2025)
by: Li, Benjamin, et al.
Published: (2025)
MultiAgent Collaboration Attack: Investigating Adversarial Attacks in Large Language Model Collaborations via Debate
by: Amayuelas, Alfonso, et al.
Published: (2024)
by: Amayuelas, Alfonso, et al.
Published: (2024)
From Debate to Deliberation: Structured Collective Reasoning with Typed Epistemic Acts
by: Prakash, Sunil
Published: (2026)
by: Prakash, Sunil
Published: (2026)
DataSage: Multi-agent Collaboration for Insight Discovery with External Knowledge Retrieval, Multi-role Debating, and Multi-path Reasoning
by: Liu, Xiaochuan, et al.
Published: (2025)
by: Liu, Xiaochuan, et al.
Published: (2025)
Multi-View Encoders for Performance Prediction in LLM-Based Agentic Workflows
by: Trirat, Patara, et al.
Published: (2025)
by: Trirat, Patara, et al.
Published: (2025)
MindZero: Learning Online Mental Reasoning With Zero Annotations
by: Zhang, Shunchi, et al.
Published: (2026)
by: Zhang, Shunchi, et al.
Published: (2026)
Debate-Feedback: A Multi-Agent Framework for Efficient Legal Judgment Prediction
by: Chen, Xi, et al.
Published: (2025)
by: Chen, Xi, et al.
Published: (2025)
MONAQ: Multi-Objective Neural Architecture Querying for Time-Series Analysis on Resource-Constrained Devices
by: Trirat, Patara, et al.
Published: (2025)
by: Trirat, Patara, et al.
Published: (2025)
iMAD: Intelligent Multi-Agent Debate for Efficient and Accurate LLM Inference
by: Fan, Wei, et al.
Published: (2025)
by: Fan, Wei, et al.
Published: (2025)
PanelTR: Zero-Shot Table Reasoning Framework Through Multi-Agent Scientific Discussion
by: Ma, Yiran Rex
Published: (2025)
by: Ma, Yiran Rex
Published: (2025)
The Cost of Consensus: Isolated Self-Correction Prevails Over Unguided Homogeneous Multi-Agent Debate
by: Bertalanič, Blaž, et al.
Published: (2026)
by: Bertalanič, Blaž, et al.
Published: (2026)
Social Reasoning in Machines: Investigating Collective Truth-Seeking Dynamics in Large Language Model Debate
by: Pecher, Tom
Published: (2026)
by: Pecher, Tom
Published: (2026)
Voting or Consensus? Decision-Making in Multi-Agent Debate
by: Kaesberg, Lars Benedikt, et al.
Published: (2025)
by: Kaesberg, Lars Benedikt, et al.
Published: (2025)
Visual Reasoning over Time Series via Multi-Agent System
by: Ruan, Weilin, et al.
Published: (2026)
by: Ruan, Weilin, et al.
Published: (2026)
MultiVer: Zero-Shot Multi-Agent Vulnerability Detection
by: Rajan, Shreshth
Published: (2026)
by: Rajan, Shreshth
Published: (2026)
Collaborative Belief Reasoning with LLMs for Efficient Multi-Agent Collaboration
by: Wang, Zhimin, et al.
Published: (2025)
by: Wang, Zhimin, et al.
Published: (2025)
Literature Review Of Multi-Agent Debate For Problem-Solving
by: Tillmann, Arne
Published: (2025)
by: Tillmann, Arne
Published: (2025)
Shaping Zero-Shot Coordination via State Blocking
by: Kang, Mingu, et al.
Published: (2026)
by: Kang, Mingu, et al.
Published: (2026)
Talk Isn't Always Cheap: Understanding Failure Modes in Multi-Agent Debate
by: Wynn, Andrea, et al.
Published: (2025)
by: Wynn, Andrea, et al.
Published: (2025)
Towards Zero-Shot Coordination between Teams of Agents: The N-XPlay Framework
by: Abderezaei, Ava, et al.
Published: (2025)
by: Abderezaei, Ava, et al.
Published: (2025)
Heterogeneous Multi-Agent Reinforcement Learning for Zero-Shot Scalable Collaboration
by: Guo, Xudong, et al.
Published: (2024)
by: Guo, Xudong, et al.
Published: (2024)
Courtroom-Style Multi-Agent Debate with Progressive RAG and Role-Switching for Controversial Claim Verification
by: Chowdhury, Masnun Nuha, et al.
Published: (2026)
by: Chowdhury, Masnun Nuha, et al.
Published: (2026)
Social Norm Reasoning in Multimodal Language Models: An Evaluation
by: Chowdhury, Oishik, et al.
Published: (2026)
by: Chowdhury, Oishik, et al.
Published: (2026)
SkillGraph: Self-Evolving Multi-Agent Collaboration with Multimodal Graph Topology
by: Nie, Zheng, et al.
Published: (2026)
by: Nie, Zheng, et al.
Published: (2026)
From Debate to Decision: Conformal Social Choice for Safe Multi-Agent Deliberation
by: Wang, Mengdie Flora, et al.
Published: (2026)
by: Wang, Mengdie Flora, et al.
Published: (2026)
The Bystander Effect in Multi-Agent Reasoning: Quantifying Cognitive Loafing in Collaborative Interactions
by: Shehata, Dahlia, et al.
Published: (2026)
by: Shehata, Dahlia, et al.
Published: (2026)
Modeling Hawkish-Dovish Latent Beliefs in Multi-Agent Debate-Based LLMs for Monetary Policy Decision Classification
by: Takano, Kaito, et al.
Published: (2025)
by: Takano, Kaito, et al.
Published: (2025)
PAC-BENCH: Evaluating Multi-Agent Collaboration under Privacy Constraints
by: Park, Minjun, et al.
Published: (2026)
by: Park, Minjun, et al.
Published: (2026)
ChatMotion: A Multimodal Multi-Agent for Human Motion Analysis
by: Li, Lei, et al.
Published: (2025)
by: Li, Lei, et al.
Published: (2025)
Moving Out: Physically-grounded Human-AI Collaboration
by: Kang, Xuhui, et al.
Published: (2025)
by: Kang, Xuhui, et al.
Published: (2025)
Zero-Shot Coordination in Ad Hoc Teams with Generalized Policy Improvement and Difference Rewards
by: Nigam, Rupal, et al.
Published: (2025)
by: Nigam, Rupal, et al.
Published: (2025)
When One Modality Sabotages the Others: A Diagnostic Lens on Multimodal Reasoning
by: Zhang, Chenyu, et al.
Published: (2025)
by: Zhang, Chenyu, et al.
Published: (2025)
AgentCDM: Enhancing Multi-Agent Collaborative Decision-Making via ACH-Inspired Structured Reasoning
by: Zhao, Xuyang, et al.
Published: (2025)
by: Zhao, Xuyang, et al.
Published: (2025)
Progressive Multi-Agent Reasoning for Biological Perturbation Prediction
by: Kim, Hyomin, et al.
Published: (2026)
by: Kim, Hyomin, et al.
Published: (2026)
Autonomous Collaborative Scheduling of Time-dependent UAVs, Workers and Vehicles for Crowdsensing in Disaster Response
by: Han, Lei, et al.
Published: (2025)
by: Han, Lei, et al.
Published: (2025)
Similar Items
-
AutoML-Agent: A Multi-Agent LLM Framework for Full-Pipeline AutoML
by: Trirat, Patara, et al.
Published: (2024) -
CortexDebate: Debating Sparsely and Equally for Multi-Agent Debate
by: Sun, Yiliu, et al.
Published: (2025) -
Heterogeneous Consensus-Progressive Reasoning for Efficient Multi-Agent Debate
by: Liu, Yiqing, et al.
Published: (2026) -
When Identity Skews Debate: Anonymization for Bias-Reduced Multi-Agent Reasoning
by: Choi, Hyeong Kyu, et al.
Published: (2025) -
A Picture Is Worth a Graph: A Blueprint Debate Paradigm for Multimodal Reasoning
by: Zheng, Changmeng, et al.
Published: (2024)