Title
ARA: Adaptive Rank Allocation for Efficient Large Language Model SVD Compression Lin Xv Jingsheng Gao Xian Gao Ting Liu Yuzhuo Fu 96 0 0 22 Oct 2025
Restoring Pruned Large Language Models via Lost Component Compensation Zijian Feng Hanzhang Zhou Zixiao Zhu Tianjiao Li Jia Jim Deryl Chua Lee Onn Mak Gee Wah Ng Kezhi Mao 125 0 0 22 Oct 2025
Data-Centric Lessons To Improve Speech-Language Pretraining Vishaal Udandarao Zhiyun Lu Xuankai Chang Yongqiang Wang Violet Z. Yao Albin Madapally Jose Fartash Faghri Josh Gardner Chung-Cheng Chiu 124 0 0 22 Oct 2025
A Concrete Roadmap towards Safety Cases based on Chain-of-Thought Monitoring Julian Schulz LRM 104 0 0 22 Oct 2025
CPSVD: Enhancing Large Language Model Compression via Column-Preserving Singular Value Decomposition Lin Xv Jingsheng Gao Xian Gao Ting Li Yuzhuo Fu 52 0 0 22 Oct 2025
Energy-Efficient and Dequantization-Free Q-LLMs: A Spiking Neural Network Approach to Salient Value Mitigation Chenyu Wang Zhanglu Yan Zhi Zhou Xu Chen Weng-Fai Wong MQ 148 0 0 22 Oct 2025
ELUTQ: Efficient LUT-Aware Quantization for Deploying Large Language Models on Edge Devices Xin Nie Liang Dong H. Zhang JiaWang Xiao G. Sun MQ 380 0 0 22 Oct 2025
Difficulty-Controllable Multiple-Choice Question Generation Using Large Language Models and Direct Preference Optimization Yuto Tomikawa Masaki Uto 124 0 0 22 Oct 2025
From Retrieval to Generation: Unifying External and Parametric Knowledge for Medical Question Answering Lei Li Xiao Zhou Y. Zhang X. Wu RALM MedIm 147 0 0 21 Oct 2025
ssToken: Self-modulated and Semantic-aware Token Selection for LLM Fine-tuning Xiaohan Qin Xiaoxing Wang Ning Liao Cancheng Zhang Xiangdong Zhang Mingquan Feng Jingzhi Wang Junchi Yan 126 0 0 21 Oct 2025
Towards Faithful and Controllable Personalization via Critique-Post-Edit Reinforcement Learning Chenghao Zhu Meiling Tao Tiannan Wang Dongyi Ding Yuchen Eleanor Jiang Wangchunshu Zhou 132 2 0 21 Oct 2025
CircuitSeer: Mining High-Quality Data by Probing Mathematical Reasoning Circuits in LLMs Shaobo Wang Yongliang Miao Yuancheng Liu Qianli Ma Ning Liao Linfeng Zhang LRM 145 1 0 21 Oct 2025
Reasoning Language Model Inference Serving Unveiled: An Empirical Study Qi Li Junpan Wu Xiang Liu Yuxin Wang Z. Li Zhenheng Tang Yuhan Chen Shaohuai Shi Xiaowen Chu ReLM LRM 232 1 0 21 Oct 2025
CAGE: Curvature-Aware Gradient Estimation For Accurate Quantization-Aware Training Soroush Tabesh M. Safaryan Dan Alistarh Alexandra Volkova Dan Alistarh MQ 183 0 0 21 Oct 2025
Large language models for folktale type automation based on motifs: Cinderella case study Tjaša Arčon Marko Robnik-Šikonja Polona Tratnik 40 0 0 21 Oct 2025
Learning from the Best, Differently: A Diversity-Driven Rethinking on Data Selection Hongyi He Xiao Liu Zhenghao Lin Mingni Tang Y. Cheng Jintao Wang W. Li Peng Cheng Yeyun Gong OODD 161 0 0 21 Oct 2025
Identity-Aware Large Language Models require Cultural Reasoning Alistair Plum Anne-Marie Lutgen Christoph Purschke Achim Rettinger LRM 88 0 0 21 Oct 2025
Unbiased Gradient Low-Rank Projection Rui Pan Yang Luo Yuxing Liu Yang You Tong Zhang 136 0 0 20 Oct 2025
AFRICAPTION: Establishing a New Paradigm for Image Captioning in African Languages Mardiyyah Oduwole Prince Mireku Fatimo Adebanjo Oluwatosin Olajide Mahi Aminu Aliyu Jekaterina Novikova 89 0 0 20 Oct 2025
Rethinking On-policy Optimization for Query Augmentation Zhichao Xu Shengyao Zhuang Xueguang Ma Bingsen Chen Yijun Tian Fengran Mo Jie Cao Vivek Srikumar RALM LRM 135 0 0 20 Oct 2025
Annotation-Efficient Universal Honesty Alignment Shiyu Ni Keping Bi Jiafeng Guo Minghao Tang Jingtong Wu Zengxin Han Xueqi Cheng HILM 132 0 0 20 Oct 2025
Benchmarking Probabilistic Time Series Forecasting Models on Neural Activity Ziyu Lu Anna J. Li Alexander E. Ladd Pascha Matveev Aditya Deole Eric Shea-Brown J. Nathan Kutz Nicholas A. Steinmetz BDL AI4TS 162 0 0 20 Oct 2025
Foundational Automatic Evaluators: Scaling Multi-Task Generative Evaluator Training for Reasoning-Centric Domains Austin Xu Xuan-Phi Nguyen Yilun Zhou Chien-Sheng Wu Caiming Xiong Shafiq Joty OffRL ALM LRM ELM 213 0 0 20 Oct 2025
Contextual Attention Modulation: Towards Efficient Multi-Task Adaptation in Large Language Models Dayan Pan Zhaoyang Fu Jingyuan Wang Xiao Han Yue Zhu Xiangyu Zhao KELM CLL 112 0 0 20 Oct 2025
Generation then Reconstruction: Accelerating Masked Autoregressive Models via Two-Stage Sampling Feihong Yan P. Wang Yao Zhu Kaiyu Pang Qingyan Wei Huiqi Li Linfeng Zhang DiffM 110 0 0 20 Oct 2025
DSEBench: A Test Collection for Explainable Dataset Search with Examples Qing Shi Jing He Qiaosheng Chen Gong Cheng 125 0 0 20 Oct 2025
DETree: DEtecting Human-AI Collaborative Texts via Tree-Structured Hierarchical Representation Learning Yongxin He Shan Zhang Yixuan Cao Lei Ma Ping Luo DeLMO 204 0 0 20 Oct 2025
Online Learning Defense against Iterative Jailbreak Attacks via Prompt Optimization Masahiro Kaneko Zeerak Talat Timothy Baldwin AAML 133 1 0 19 Oct 2025
All You Need is One: Capsule Prompt Tuning with a Single Vector Yiyang Liu James Chenhao Liang Heng Fan Wenhao Yang Yiming Cui Xiaotian Han Lifu Huang Dongfang Liu Qifan Wang Cheng Han VLM 113 1 0 19 Oct 2025
Uncovering Brain-Like Hierarchical Patterns in Vision-Language Models through fMRI-Based Neural Encoding Yudan Ren Xinlong Wang Kexin Wang Tian Xia Zihan Ma Zhaowei Li Xiangrong Bi Xiao Li Xiaowei He 68 0 0 19 Oct 2025
Watermark Robustness and Radioactivity May Be at Odds in Federated Learning Leixu Huang Zedian Shao Teodora Baluta WaLM 207 0 0 19 Oct 2025
Connecting Domains and Contrasting Samples: A Ladder for Domain GeneralizationKnowledge Discovery and Data Mining (KDD), 2025 Tianxin Wei Yifan Chen Xinrui He Wenxuan Bao Jingrui He 143 4 0 19 Oct 2025
Back to Bytes: Revisiting Tokenization Through UTF-8 Amit Moryossef Clara Meister Pavel Stepachev Desmond Elliott 87 0 0 19 Oct 2025
Neuronal Group Communication for Efficient Neural representation Zhengqi Pei Qingming Huang Shuhui Wang 103 0 0 19 Oct 2025
Mixed-Precision Quantization for Language Models: Techniques and Prospects M. Rakka Marios Fournarakis Olga Krestinskaya Jinane Bazzi K. Salama Fadi J. Kurdahi A. Eltawil M. Fouda MQ 187 0 0 19 Oct 2025
Improving Model Representation and Reducing KV Cache via Skip Connections with First Value Heads Zhoutong Wu Y. Zhang Yiming Dong Chenheng Zhang Cong Fang Kun Yuan Zhouchen Lin 131 0 0 19 Oct 2025
SSL4RL: Revisiting Self-supervised Learning as Intrinsic Reward for Visual-Language Reasoning Xiaojun Guo Runyu Zhou Yifei Wang Qi Zhang Chenheng Zhang ... Xiaohan Wang Jiajun Chai Guojun Yin Wei Lin Y. Wang LRM VLM 132 2 0 18 Oct 2025
SHIELD: Suppressing Hallucinations In LVLM Encoders via Bias and Vulnerability Defense Y. Huang Liang Shi Yitian Zhang Yi Tian Xu Yun Fu AAML 88 0 0 18 Oct 2025
Probing the Hidden Talent of ASR Foundation Models for L2 English Oral Assessment Fu-An Chao Bi-Cheng Yan Berlin Chen 73 0 0 18 Oct 2025
TokenAR: Multiple Subject Generation via Autoregressive Token-level enhancement Haiyue Sun Qingdong He Jinlong Peng Peng Tang Jiangning Zhang Junwei Zhu Xiaobin Hu Shuicheng Yan DiffM VGen 95 0 0 18 Oct 2025
Utilising Large Language Models for Generating Effective Counter Arguments to Anti-Vaccine Tweets Utsav Dhanuka Soham Poddar Saptarshi Ghosh 72 0 0 18 Oct 2025
Modeling Expert Interactions in Sparse Mixture of Experts via Graph Structures Minh Khoi Nguyen Nhat R. Teo Laziz U. Abdullaev Maurice Mok Viet-Hoang Tran T. Nguyen MoE 158 0 0 18 Oct 2025
Enhancing Compositional Reasoning in CLIP via Reconstruction and Alignment of Text Descriptions Jihoon Kwon Kyle Min Jy-yong Sohn CoGe 156 0 0 18 Oct 2025
REALM: An MLLM-Agent Framework for Open World 3D Reasoning Segmentation and Editing on Gaussian Splatting Changyue Shi Minghao Chen Yiping Mao Chuxiao Yang Xinyuan Hu Jiajun Ding Zhou Yu LRM 72 2 0 18 Oct 2025
RL makes MLLMs see better than SFT Junha Song Sangdoo Yun Dongyoon Han Jaegul Choo Byeongho Heo OffRL 179 0 0 18 Oct 2025
MoS-VLA: A Vision-Language-Action Model with One-Shot Skill Adaptation Ruihan Zhao Tyler Ingebrand Sandeep Chinchali Ufuk Topcu VLM 78 0 0 18 Oct 2025
Seeing Through the Brain: New Insights from Decoding Visual Stimuli with fMRI Zheng Huang Enpei Zhang Yinghao Cai Weikang Qiu Carl Yang Elynn Chen Xiang Zhang Rex Ying Dawei Zhou Yujun Yan DiffM 92 0 0 17 Oct 2025
Chronos-2: From Univariate to Universal Forecasting Abdul Fatir Ansari Oleksandr Shchur Jaris Küken Andreas Auer Boran Han ... Hao Wang Huzefa Rangwala George Karypis Yuyang Wang Michael Bohlke-Schneider AI4TS BDL 193 6 0 17 Oct 2025
Expert Merging in Sparse Mixture of Experts with Nash Bargaining Dung V. Nguyen Anh T. Nguyen Minh H. Nguyen Luc Q. Nguyen Shiqi Jiang Ethan Fetaya Linh Duy Tran Gal Chechik T. Nguyen MoMe 164 0 0 17 Oct 2025
Large-scale User Game Lifecycle Representation Learning Yanjie Gou Jiangming Liu Kouying Xue Yi Hu OffRL 93 0 0 17 Oct 2025