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Academic · 약 1분

VimRAG: Navigating Massive Visual Context in Retrieval-Augmented Generation via Multimodal Memory Graph

arXiv:2602.12735v1 Announce Type: cross Abstract: Effectively retrieving, reasoning, and understanding multimodal information remains a critical challenge for agentic systems. Traditional Retrieval-augmented Generation (RAG) methods rely …

Qiuchen Wang, Shihang Wang, Yu Zeng, Qiang Zhang, Fanrui Zhang, Zhuoning Guo, Bosi Zhang, Wenxuan Huang, Lin Chen, Zehui Chen, Pengjun Xie, Ruixue Ding
조회수 33회
Academic · 약 1분

Abstractive Red-Teaming of Language Model Character

arXiv:2602.12318v1 Announce Type: new Abstract: We want language model assistants to conform to a character specification, which asserts how the model should act across diverse …

Nate Rahn, Allison Qi, Avery Griffin, Jonathan Michala, Henry Sleight, Erik Jones
조회수 37회
Academic · 약 1분

The Appeal and Reality of Recycling LoRAs with Adaptive Merging

arXiv:2602.12323v1 Announce Type: new Abstract: The widespread availability of fine-tuned LoRA modules for open pre-trained models has led to an interest in methods that can …

Haokun Liu, Gyung Hyun Je, Marco Ciccone, Zhenlin Xu, Prasanth YSS, Colin Raffel
조회수 138회
Academic · 약 1분

A Machine Learning Approach to the Nirenberg Problem

arXiv:2602.12368v1 Announce Type: new Abstract: This work introduces the Nirenberg Neural Network: a numerical approach to the Nirenberg problem of prescribing Gaussian curvature on $S^2$ …

Gianfranco Cort\'es, Maria Esteban-Casadevall, Yueqing Feng, Jonas Henkel, Edward Hirst, Tancredi Schettini Gherardini, Alexander G. Stapleton
조회수 66회
Academic · 약 1분

Stabilizing Native Low-Rank LLM Pretraining

arXiv:2602.12429v1 Announce Type: new Abstract: Foundation models have achieved remarkable success, yet their growing parameter counts pose significant computational and memory challenges. Low-rank factorization offers …

Paul Janson, Edouard Oyallon, Eugene Belilovsky
조회수 22회
Academic · 약 1분

Computationally sufficient statistics for Ising models

arXiv:2602.12449v1 Announce Type: new Abstract: Learning Gibbs distributions using only sufficient statistics has long been recognized as a computationally hard problem. On the other hand, …

Abhijith Jayakumar, Shreya Shukla, Marc Vuffray, Andrey Y. Lokhov, Sidhant Misra
조회수 63회
Academic · 약 1분

Continuous Diffusion Models Can Obey Formal Syntax

arXiv:2602.12468v1 Announce Type: new Abstract: Diffusion language models offer a promising alternative to autoregressive models due to their global, non-causal generation process, but their continuous …

Jinwoo Kim, Taylor Berg-Kirkpatrick, Loris D'Antoni
조회수 50회
Academic · 약 1분

Regularized Meta-Learning for Improved Generalization

arXiv:2602.12469v1 Announce Type: new Abstract: Deep ensemble methods often improve predictive performance, yet they suffer from three practical limitations: redundancy among base models that inflates …

Noor Islam S. Mohammad, Md Muntaqim Meherab
조회수 21회
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