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Changlian Ma

2 accepted papers

2026

Balancing the Experts: Unlocking LoRA-MoE for GRPO via Mechanism-Aware Rewards

ICLR 2026poster

Parameter-efficient Mixture-of-Experts (MoE) architectures, such as LoRA-MoE, enable strong and generalizable fine-tuning. However, a critical problem arises when fine-tuning these architectures with advanced reinforcement learning algorithms such as Group Relative Policy Optimization (GRPO). Tradit…

Cited by 0SourceScholar
2026

VideoSeeker: Native Interleaved Clue Seeking for Long Video Multi-Hop Reasoning

ICML 2026poster

Existing multimodal large language models for long-video understanding predominantly rely on uniform sampling and single-turn inference, limiting their ability to identify sparse yet critical evidence amid extensive redundancy. We introduce VideoSeeker, a novel framework that supports iterative disc…

Cited by 13SourceScholar