TextReg: Mitigating Prompt Distributional Overfitting via Regularized Text-Space Optimization
Regularizes prompt optimization to limit prompt bloat and narrow, sample-specific rules. Combines gradient purification, semantic edit regularization, and regularization-guided updates to improve out-of-distribution generalization.
May 20, 2026
UniSD: Towards a Unified Self-Distillation Framework for Large Language Models
A unified study of LLM self-distillation that combines teacher agreement, EMA stabilization, contrastive learning, feature matching, and divergence clipping to improve adaptation without stronger external teachers.
May 7, 2026
Consistency Should Be the Priority for Unified Multimodal Models
A position paper arguing that consistency across views, modalities, and prompts should be the priority research target for unified multimodal models.
Feb 3, 2026
Efficient Knowledge Probing of Large Language Models by Adapting Pre-trained Embeddings
An efficient approach to probing LLM knowledge that adapts pre-trained embeddings to query model knowledge with substantially reduced compute.
Aug 8, 2025
Topological Structure Learning Should Be A Research Priority for LLM-Based Multi-Agent Systems
We propose a framework for developing topology-aware Multi-Agent Systems (MAS), emphasizing agent selection, structure profiling, and topology synthesis, to enhance coordination and efficiency in complex task.
Jul 4, 2025
A Comprehensive Survey of Multimodal Foundation Model Evaluation: A Hierarchical Perspective and Extensive Applications
A survey of multimodal foundation model evaluation from a hierarchical perspective, covering a broad range of applications.
May 1, 2025
The Influence of Text Variation on User Engagement in Cross-Platform Content Sharing
Studies how rewriting YouTube video titles when sharing them on Reddit affects engagement, using controlled comparisons to isolate the effects of language and community context.
Apr 26, 2025
Large Language Model Agent: A Survey on Methodology, Applications and Challenges
A methodology-centered survey of LLM agents, connecting agent architectures, collaboration, and evolution with evaluation, tools, applications, and open challenges.
Mar 27, 2025