Title
RAG Makes Guardrails Unsafe? Investigating Robustness of Guardrails under RAG-style Contexts Yining She Daniel W. Peterson Marianne Menglin Liu Vikas Upadhyay Mohammad Hossein Chaghazardi Eunsuk Kang Dan Roth 104 0 0 06 Oct 2025
Equipping Retrieval-Augmented Large Language Models with Document Structure Awareness Lingnan Xu Chong Feng Kaiyuan Zhang Liu Zhengyong Wenqiang Xu Fanqing Meng RALM 117 0 0 05 Oct 2025
Less LLM, More Documents: Searching for Improved RAG Jingjie Ning Yibo Kong Yunfan Long Jamie Callan 150 0 0 03 Oct 2025
AutoMaAS: Self-Evolving Multi-Agent Architecture Search for Large Language Models Bo Ma Hang Li ZeHua Hu XiaoFan Gui LuYao Liu Simon Liu LLMAG LM&Ro AI4CE 160 0 0 03 Oct 2025
RLAD: Training LLMs to Discover Abstractions for Solving Reasoning Problems Yuxiao Qu Anikait Singh Yoonho Lee Amrith Rajagopal Setlur Ruslan Salakhutdinov Chelsea Finn Aviral Kumar OffRL LRM 136 1 0 02 Oct 2025
Cluster-based Adaptive Retrieval: Dynamic Context Selection for RAG Applications Yifan Xu Vipul Gupta Rohit Aggarwal Varsha Mahadevan Bhaskar Krishnamachari 59 0 0 02 Oct 2025
TokMem: Tokenized Procedural Memory for Large Language Models Zijun Wu Yongchang Hao Lili Mou KELM RALM 102 0 0 01 Oct 2025
ReSeek: A Self-Correcting Framework for Search Agents with Instructive Rewards Shiyu Li Yang Tang Yifan Wang P. Li Xi Chen KELM LRM 167 1 0 01 Oct 2025
SETR: A Two-Stage Semantic-Enhanced Framework for Zero-Shot Composed Image Retrieval Yuqi Xiao Yingying Zhu 88 0 0 30 Sep 2025
Learning to Route: A Rule-Driven Agent Framework for Hybrid-Source Retrieval-Augmented Generation Haoyue Bai Haoyu Wang Shengyu Chen Zhengzhang Chen L. Tang Wei Cheng H. Chen Yanjie Fu RALM 135 0 0 30 Sep 2025
TruthRL: Incentivizing Truthful LLMs via Reinforcement Learning Zhepei Wei X. J. Yang Kai Sun Jiaqi Wang Rulin Shao ... Rakesh Wanga Anuj Kumar Yu Meng Wen-tau Yih Xin Luna Dong HILM LRM 240 3 0 30 Sep 2025
Scalable Disk-Based Approximate Nearest Neighbor Search with Page-Aligned Graph Dingyi Kang Dongming Jiang Hanshen Yang Hang Liu Bingzhe Li GNN 260 2 0 29 Sep 2025
InfoAgent: Advancing Autonomous Information-Seeking Agents Gongrui Zhang Jialiang Zhu Ruiqi Yang Kai Qiu Miaosen Zhang ... Yuan Zhang Xin Li Zhaoyi Liu Xin Geng Baining Guo LM&Ro 89 1 0 29 Sep 2025
Pretraining with hierarchical memories: separating long-tail and common knowledge Hadi Pouransari David Grangier C Thomas Michael Kirchhof Oncel Tuzel RALM KELM 224 1 0 29 Sep 2025
SimulRAG: Simulator-based RAG for Grounding LLMs in Long-form Scientific QA Haozhou Xu D. Wu Matteo Chinazzi Ruijia Niu Rose Yu Yi-An Ma RALM 108 0 0 29 Sep 2025
Fact Grounded Attention: Eliminating Hallucination in Large Language Models Through Attention Level Knowledge Integration Aayush Gupta HILM 184 0 0 27 Sep 2025
MimiTalk: Revolutionizing Qualitative Research with Dual-Agent AI Fengming Liu Shubin Yu 76 0 0 27 Sep 2025
Context Parametrization with Compositional Adapters Josip Jukić Martin Tutek Jan Snajder 116 0 0 26 Sep 2025
Distributed Specialization: Rare-Token Neurons in Large Language Models Jing Liu Haozheng Wang Yueheng Li 96 0 0 25 Sep 2025
Eigen-1: Adaptive Multi-Agent Refinement with Monitor-Based RAG for Scientific Reasoning Xiangru Tang Wanghan Xu Yujie Wang Qiantai Feng Daniel Shao ... Lei Bai Z. Yin Philip Torr Hanrui Wang Di Jin LLMAG LRM 191 1 0 25 Sep 2025
Memory in Large Language Models: Mechanisms, Evaluation and Evolution D. Zhang Wendong Li Kani Song Jiaye Lu Gang Li Liuchun Yang Sheng Li KELM 205 1 0 23 Sep 2025
Individualized non-uniform quantization for vector search Mariano Tepper Ted Willke MQ 84 0 0 22 Sep 2025
AttnComp: Attention-Guided Adaptive Context Compression for Retrieval-Augmented Generation Lvzhou Luo Yixuan Cao Ping Luo RALM 125 0 0 22 Sep 2025
Influence Guided Context Selection for Effective Retrieval-Augmented Generation Jiale Deng Yanyan Shen Ziyuan Pei Youmin Chen Linpeng Huang 366 1 0 21 Sep 2025
Who Taught the Lie? Responsibility Attribution for Poisoned Knowledge in Retrieval-Augmented Generation Baolei Zhang Haoran Xin Yuxi Chen Zhuqing Liu Biao Yi Tong Li Lihai Nie Zheli Liu Minghong Fang SILM 242 1 0 17 Sep 2025
Synthetic bootstrapped pretraining Zitong Yang Aonan Zhang Hong Liu Tatsunori Hashimoto Emmanuel Candès Chong-Jun Wang Ruoming Pang SyDa 250 0 0 17 Sep 2025
Metacognitive Reuse: Turning Recurring LLM Reasoning Into Concise Behaviors Aniket Didolkar Nicolas Ballas Sanjeev Arora Anirudh Goyal KELM LRM 121 5 0 16 Sep 2025
Optimizing Agricultural Research: A RAG-Based Approach to Mycorrhizal Fungi Information Mohammad Usman Altam Md Imtiaz Habib Tuan Hoang 52 0 0 16 Sep 2025
A Survey on Retrieval And Structuring Augmented Generation with Large Language Models Pengcheng Jiang Siru Ouyang Yizhu Jiao Ming Zhong Runchu Tian Jiawei Han RALM KELM 160 3 0 12 Sep 2025
REMI: A Novel Causal Schema Memory Architecture for Personalized Lifestyle Recommendation Agents Vishal Raman Vijai Aravindh R Abhijith Ragav 90 1 0 08 Sep 2025
REFRAG: Rethinking RAG based Decoding Xiaoqiang Lin Aritra Ghosh Bryan Kian Hsiang Low Anshumali Shrivastava Vijai Mohan LLMAG 206 1 0 01 Sep 2025
Learning to Shop Like Humans: A Review-driven Retrieval-Augmented Recommendation Framework with LLMs Kaiwen Wei Jinpeng Gao Jiang Zhong Yuming Yang Fengmao Lv Zhenyang Li 106 0 0 31 Aug 2025
LLM-Assisted Iterative Evolution with Swarm Intelligence Toward SuperBrain Li Weigang Pedro Brom Lucas Ramson Siefert 131 0 0 30 Aug 2025
Enhancing Semantic Document Retrieval- Employing Group Steiner Tree Algorithm with Domain Knowledge Enrichment Apurva Kulkarni Chandrashekar Ramanathan Vinu E Venugopal 72 0 0 28 Aug 2025
Provable Benefits of In-Tool Learning for Large Language Models Sam Houliston Ambroise Odonnat Charles Arnal Vivien A. Cabannes RALM 148 1 0 28 Aug 2025
LFD: Layer Fused Decoding to Exploit External Knowledge in Retrieval-Augmented Generation Yang Sun Lixin Zou Dan Luo Zhiyong Xie Liming Dong Liming Dong Yunwei Zhao Y. Lu Y. Lu Chenliang Li OffRL 124 0 0 27 Aug 2025
ArgRAG: Explainable Retrieval Augmented Generation using Quantitative Bipolar Argumentation Yuqicheng Zhu Nico Potyka Daniel Hernández Yuan He Zifeng Ding Bo Xiong Dongzhuoran Zhou Evgeny Kharlamov Steffen Staab 148 2 0 26 Aug 2025
Retrieval Feedback Memory Enhancement Large Model Retrieval Generation Method Leqian Li Dianxi Shi Jialu Zhou Xinyu Wei Mingyue Yang Songchang Jin Shaowu Yang RALM 3DV 88 1 0 25 Aug 2025
MV-RAG: Retrieval Augmented Multiview Diffusion Yosef Dayani Omer Benishu Sagie Benaim 116 0 0 22 Aug 2025
SurGE: A Benchmark and Evaluation Framework for Scientific Survey Generation Weihang Su Anzhe Xie Jiaxin Mao Jianming Long Jiaxin Mao Ziyi Ye Yiqun Liu 162 0 0 21 Aug 2025
Exploring Efficiency Frontiers of Thinking Budget in Medical Reasoning: Scaling Laws between Computational Resources and Reasoning Quality Ziqian Bi Lu Chen Junhao Song Hongying Luo Enze Ge ... Joe Yeong Yongzhi Xu Peng Wang Junfeng Hao Junfeng Hao LRM 188 1 0 16 Aug 2025
RAST: A Retrieval Augmented Spatio-Temporal Framework for Traffic Prediction Weilin Ruan Xilin Dang Ziyu Zhou Sisuo Lyu Yuxuan Liang AI4TS 298 1 0 14 Aug 2025
Memory-Augmented Transformers: A Systematic Review from Neuroscience Principles to Enhanced Model Architectures Parsa Omidi Xingshuai Huang Axel Laborieux Bahareh Nikpour Tianyu Shi A. Eshaghi 161 0 0 14 Aug 2025
Efficient Agent: Optimizing Planning Capability for Multimodal Retrieval Augmented Generation Y. X. R. Wang Yuming Qiao Dan Meng Jun Yang H. Lu Zhenyu Yang Xudong Zhang 69 0 0 12 Aug 2025
Orthogonal Low Rank Embedding StabilizationACM Conference on Recommender Systems (RecSys), 2025 Kevin Zielnicki Ko-Jen Hsiao 64 1 0 11 Aug 2025
QuiZSF: An efficient data-model interaction framework for zero-shot time-series forecasting Shichao Ma Zhengyang Zhou Qihe Huang Binwu Wang Kuo Yang Huan Li Yang Wang AI4TS 60 0 0 09 Aug 2025
Hardness-Aware Dynamic Curriculum Learning for Robust Multimodal Emotion Recognition with Missing Modalities Rui Liu Haolin Zuo Zheng Lian Hongyu Yuan Qi Fan 148 1 0 09 Aug 2025
UR $^2$ : Unify RAG and Reasoning through Reinforcement Learning Weitao Li Boran Xiang Xiaolong Wang Zhinan Gou Weizhi Ma Yang Liu OffRL LRM VLM 206 1 0 08 Aug 2025
You Don't Need Pre-built Graphs for RAG: Retrieval Augmented Generation with Adaptive Reasoning Structures Shengyuan Chen Chuang Zhou Zheng Yuan Qinggang Zhang Zeyang Cui Hao-Heng Chen Yilin Xiao Jiannong Cao Xiao Shi Huang LRM 100 6 0 08 Aug 2025
PRvL: Quantifying the Capabilities and Risks of Large Language Models for PII Redaction Leon Garza Anantaa Kotal Aritran Piplai Lavanya Elluri Prajit Das Aman Chadha 120 1 0 07 Aug 2025

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Improving language models by retrieving from trillions of tokens

Papers citing "Improving language models by retrieving from trillions of tokens"