TimeRSI: Towards Self-Improved Agentic Deployment for Time-Series Foundation Models
A coding agent improves deployment pipelines around frozen time-series foundation models using historical forecast errors and adaptive pipeline selection.
Oct 14, 2026
Can Language Models Learn to Reject Their Own Bad Reasoning Steps?
Self-Step Rejection trains a lightweight acceptance gate on a frozen language model to reject harmful reasoning steps and resample within a bounded budget.
Oct 5, 2026
Science Utopia? Closed-Loop LLM Simulation of Academic Research Ecosystems
SciUtopia simulates academic research ecosystems with persistent LLM agents, connecting research choices, collaboration, peer review, funding, and citations over time.
Oct 1, 2026
From Knowledge Access to Source Learning: Developing Source-Specific Competence
SourceLearn builds reusable, source-specific competence through self-directed study and task-guided refinement of a persistent source model.
Oct 1, 2026
Consistency Should Be the Priority for Unified Multimodal Models
A position paper on consistency across multimodal grounding, representations, reasoning, post-training, and evaluation.
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 Evaluating Multimodal Foundation Models: 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