Visual-OPSD: Cross-Modal On-Policy Self-Distillation for Efficient Unified Multimodal Reasoning Paper • 2606.18974 • Published Jun 17 • 3
Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems Paper • 2605.14892 • Published May 14 • 51
$\textbf{AGT$^{AO}$}$: Robust and Stabilized LLM Unlearning via Adversarial Gating Training with Adaptive Orthogonality Paper • 2602.01703 • Published Feb 2 • 2
AERO: Autonomous Evolutionary Reasoning Optimization via Endogenous Dual-Loop Feedback Paper • 2602.03084 • Published Feb 3 • 1
Plan before Solving: Problem-Aware Strategy Routing for Mathematical Reasoning with LLMs Paper • 2509.24377 • Published Sep 29, 2025
Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems Paper • 2605.14892 • Published May 14 • 51
Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems Paper • 2605.14892 • Published May 14 • 51
AERO: Autonomous Evolutionary Reasoning Optimization via Endogenous Dual-Loop Feedback Paper • 2602.03084 • Published Feb 3 • 1
Deliberation on Priors: Trustworthy Reasoning of Large Language Models on Knowledge Graphs Paper • 2505.15210 • Published May 21, 2025 • 19
FortisAVQA and MAVEN: a Benchmark Dataset and Debiasing Framework for Robust Multimodal Reasoning Paper • 2504.00487 • Published Apr 1, 2025 • 18
Debate on Graph: a Flexible and Reliable Reasoning Framework for Large Language Models Paper • 2409.03155 • Published Sep 5, 2024 • 2
Debate on Graph: a Flexible and Reliable Reasoning Framework for Large Language Models Paper • 2409.03155 • Published Sep 5, 2024 • 2
Robust Visual Question Answering: Datasets, Methods, and Future Challenges Paper • 2307.11471 • Published Jul 21, 2023 • 1
Debate on Graph: a Flexible and Reliable Reasoning Framework for Large Language Models Paper • 2409.03155 • Published Sep 5, 2024 • 2