Asia
Improving Generalization and Convergence by Enhancing Implicit Regularization Mingze Wang 1,3, Jinbo Wang 1, 3 Haotian He1,3 Zilin Wang 1
We show that IRE can be practically incorporated with generic base optimizers without introducing significant computational overload.
Multi-model Ensemble Conformal Prediction in Dynamic Environments
Most machine learning algorithm designs aim to enhance label prediction accuracy.
Knowledge Circuits in Pretrained Transformers
In this paper, we delve into the computation graph of the language model to uncover the knowledge circuits that are instrumental in articulating specific knowledge.
MambaLRP: ExplainingSelectiveStateSpace SequenceModels
To foster their reliable use in real-world scenarios, it is crucial to augment their transparency.
Multi-Agent Coordination via Multi-Level Communication
SeqComm are guaranteed to improve monotonically and converge.
Exploring the Role of Large Language Models in Prompt Encoding for Diffusion Models
Large language models (LLMs) based on decoder-only transformers have demonstrated superior text understanding capabilities compared to CLIP and T5-series models. However, the paradigm for utilizing current advanced LLMs in text-to-image diffusion models remains to be explored. We observed an unusual phenomenon: directly using a large language model as the prompt encoder significantly degrades the prompt-following ability in image generation.
Sigmoid Gating is More Sample Efficient than Softmax Gating in Mixture of Experts
In particular, it aggregates multiple sub-models called experts based on a gating network. Here, experts can be formulated as neural networks, and they specialize in different aspects of the data.
Tourists no longer allowed to take JLPT in Japan from 2026
From 2026, applicants in Japan without residence cards will generally be barred from taking the Japanese-Language Proficiency Test (JLPT) in the country. Tourists visiting Japan will no longer be allowed to take the Japanese-Language Proficiency Test (JLPT) in the country from 2026, organizations that administer the exam have announced. The administrators said applicants in Japan will, in principle, be required to hold a mid-to long-term residence status or special permanent residency under the country's residence management system, and must provide a residence card number and expiration date when applying. The JLPT is the largest scale Japanese-language test in the world. In a time of both misinformation and too much information, quality journalism is more crucial than ever.
Large Language Model Unlearning via Embedding-Corrupted Prompts
Instead of relying on the LLM itself to unlearn, we enforce an unlearned state during inference by employing a prompt classifier to identify and safeguard prompts to forget.