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Academic · 약 1분

BioAlchemy: Distilling Biological Literature into Reasoning-Ready Reinforcement Learning Training Data

arXiv:2604.03506v1 Announce Type: new Abstract: Despite the large corpus of biology training text, the impact of reasoning models on biological research generally lags behind math …

Brian Hsu, Ozan G\"okdemir, Carlo Siebenschuh, Bruce Parrello, Neil Getty, Thomas S. Brettin, Rick L. Stevens, Ian T. Foster, Nicholas Chia, Arvind Ramanathan

조회수 60회 04.07

Academic · 약 1분

Single-agent vs. Multi-agents for Automated Video Analysis of On-Screen Collaborative Learning Behaviors

arXiv:2604.03631v1 Announce Type: new Abstract: On-screen learning behavior provides valuable insights into how students seek, use, and create information during learning. Analyzing on-screen behavioral engagement …

Likai Peng, Shihui Feng

조회수 33회 04.07

Academic · 약 1분

SoLA: Leveraging Soft Activation Sparsity and Low-Rank Decomposition for Large Language Model Compression

arXiv:2604.03258v1 Announce Type: new Abstract: Large language models (LLMs) have demonstrated impressive capabilities across various tasks, but the billion-scale parameters pose deployment challenges. Although existing …

Xinhao Huang, You-Liang Huang, Zeyi Wen

조회수 36회 04.07

Academic · 약 1분

TABQAWORLD: Optimizing Multimodal Reasoning for Multi-Turn Table Question Answering

arXiv:2604.03393v1 Announce Type: new Abstract: Multimodal reasoning has emerged as a powerful framework for enhancing reasoning capabilities of reasoning models. While multi-turn table reasoning methods …

Tung Sum Thomas Kwok, Xinyu Wang, Xiaofeng Lin, Peng Lu, Chunhe Wang, Changlun Li, Hanwei Wu, Nan Tang, Elisa Kreiss, Guang Cheng

조회수 32회 04.07

Academic · 약 1분

Structural Rigidity and the 57-Token Predictive Window: A Physical Framework for Inference-Layer Governability in Large …

arXiv:2604.03524v1 Announce Type: new Abstract: Current AI safety relies on behavioral monitoring and post-training alignment, yet empirical measurement shows these approaches produce no detectable pre-commitment …

Gregory M. Ruddell

조회수 26회 04.07

Academic · 약 1분

Neural Global Optimization via Iterative Refinement from Noisy Samples

arXiv:2604.03614v1 Announce Type: new Abstract: Global optimization of black-box functions from noisy samples is a fundamental challenge in machine learning and scientific computing. Traditional methods …

Qusay Muzaffar, David Levin, Michael Werman

조회수 43회 04.07

Academic · 약 1분

BWTA: Accurate and Efficient Binarized Transformer by Algorithm-Hardware Co-design

arXiv:2604.03957v1 Announce Type: new Abstract: Ultra low-bit quantization brings substantial efficiency for Transformer-based models, but the accuracy degradation and limited GPU support hinder its wide …

Yifu Ding, Xianglong Liu, Shenghao Jin, Jinyang Guo, Jiwen Lu

조회수 75회 04.07

Academic · 약 1분

Collapse-Free Prototype Readout Layer for Transformer Encoders

arXiv:2604.03850v1 Announce Type: new Abstract: DDCL-Attention is a prototype-based readout layer for transformer encoders that replaces simple pooling methods, such as mean pooling or class …

Giansalvo Cirrincione, Rahul Ranjeev Kumar

조회수 86회 04.07

Academic · 약 1분

Hardware-Oriented Inference Complexity of Kolmogorov-Arnold Networks

arXiv:2604.03345v1 Announce Type: new Abstract: Kolmogorov-Arnold Networks (KANs) have recently emerged as a powerful architecture for various machine learning applications. However, their unique structure raises …

Bilal Khalid, Pedro Freire, Sergei K. Turitsyn, Jaroslaw E. Prilepsky

조회수 48회 04.07

Academic · 약 1분

ACES: Who Tests the Tests? Leave-One-Out AUC Consistency for Code Generation

arXiv:2604.03922v1 Announce Type: new Abstract: Selecting LLM-generated code candidates using LLM-generated tests is challenging because the tests themselves may be incorrect. Existing methods either treat …

Hui Sun, Yun-Ji Zhang, Zheng Xie, Ren-Biao Liu, Yali Du, Xin-Ye Li, Ming Li

조회수 36회 04.07

Academic · 약 1분

Are Arabic Benchmarks Reliable? QIMMA's Quality-First Approach to LLM Evaluation

arXiv:2604.03395v1 Announce Type: new Abstract: We present QIMMA, a quality-assured Arabic LLM leaderboard that places systematic benchmark validation at its core. Rather than aggregating existing …

Leen AlQadi, Ahmed Alzubaidi, Mohammed Alyafeai, Hamza Alobeidli, Maitha Alhammadi, Shaikha Alsuwaidi, Omar Alkaabi, Basma El Amel Boussaha, Hakim Hacid

조회수 35회 04.07

Academic · 약 1분

Toward Full Autonomous Laboratory Instrumentation Control with Large Language Models

arXiv:2604.03286v1 Announce Type: new Abstract: The control of complex laboratory instrumentation often requires significant programming expertise, creating a barrier for researchers lacking computational skills. This …

Yong Xie, Kexin He, Andres Castellanos-Gomez

조회수 88회 04.07

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