efficient training 1foundation models 1gradient-free updates 1large language models 1memory-augmented models 1multimodal learning 1native memory 1residual stream expansion 1sparse computation 1transformer architectures 1
From the 2 of 16 linked papers with an AI index.
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cs.AI2026
ACE: Pluggable Adaptive Context Elasticizer across Agents
Ning Liao, Zihao Long, Xiaoxing Wang +6
The increasing complexity of agentic tasks has led to rapidly growing trajectory lengths, which poses significant challenges for large language model (LLM) based agents with fixed…
cs.AI2025
ssToken: Self-modulated and Semantic-aware Token Selection for LLM Fine-tuning
Xiaohan Qin, Xiaoxing Wang, Ning Liao +5
Data quality plays a critical role in enhancing supervised fine-tuning (SFT) for large language models (LLMs), and token-level data selection has emerged as a promising direction f…