Title
Harnessing Your DRAM and SSD for Sustainable and Accessible LLM Inference with Mixed-Precision and Multi-level Caching Jie Peng Zhang Cao Huaizhi Qu Zhengyu Zhang Chang Guo Yanyong Zhang Zhichao Cao Tianlong Chen 34 2 0 17 Oct 2024
Divide-Verify-Refine: Can LLMs Self-Align with Complex Instructions? Xianren Zhang Xianfeng Tang Hui Liu Zongyu Wu Qi He Dongwon Lee Suhang Wang ALM 41 0 0 16 Oct 2024
On the Capacity of Citation Generation by Large Language Models Haosheng Qian Yixing Fan Ruqing Zhang J. Guo HILM 18 1 0 15 Oct 2024
Ada-K Routing: Boosting the Efficiency of MoE-based LLMs Tongtian Yue Longteng Guo Jie Cheng Xuange Gao J. Liu MoE 25 0 0 14 Oct 2024
MisinfoEval: Generative AI in the Era of "Alternative Facts" Saadia Gabriel Liang Lyu James Siderius Marzyeh Ghassemi Jacob Andreas Asu Ozdaglar 26 2 0 13 Oct 2024
LINKED: Eliciting, Filtering and Integrating Knowledge in Large Language Model for Commonsense Reasoning Jiachun Li Pengfei Cao Chenhao Wang Zhuoran Jin Yubo Chen Kang-Jun Liu Xiaojian Jiang Jiexin Xu Jun Zhao LRM KELM 34 0 0 12 Oct 2024
Retrieving Contextual Information for Long-Form Question Answering using Weak Supervision Philipp Christmann Svitlana Vakulenko Ionut Teodor Sorodoc Bill Byrne Adria de Gispert RALM 29 0 0 11 Oct 2024
Refusal-Trained LLMs Are Easily Jailbroken As Browser Agents Priyanshu Kumar Elaine Lau Saranya Vijayakumar Tu Trinh Scale Red Team ... Sean Hendryx Shuyan Zhou Matt Fredrikson Summer Yue Zifan Wang LLMAG 34 17 0 11 Oct 2024
Simultaneous Reward Distillation and Preference Learning: Get You a Language Model Who Can Do Both Abhijnan Nath Changsoo Jung Ethan Seefried Nikhil Krishnaswamy 119 1 0 11 Oct 2024
Understanding the Interplay between Parametric and Contextual Knowledge for Large Language Models Sitao Cheng Liangming Pan Xunjian Yin Xinyi Wang William Yang Wang KELM 37 4 0 10 Oct 2024
Agents Thinking Fast and Slow: A Talker-Reasoner Architecture Konstantina Christakopoulou Shibl Mourad Maja Matarić LLMAG 31 10 0 10 Oct 2024
Rewarding Progress: Scaling Automated Process Verifiers for LLM Reasoning Amrith Rajagopal Setlur Chirag Nagpal Adam Fisch Xinyang Geng Jacob Eisenstein Rishabh Agarwal Alekh Agarwal Jonathan Berant Aviral Kumar OffRL LRM 42 41 0 10 Oct 2024
Steering Masked Discrete Diffusion Models via Discrete Denoising Posterior Prediction Jarrid Rector-Brooks Mohsin Hasan Zhangzhi Peng Zachary Quinn Chenghao Liu ... Michael Bronstein Yoshua Bengio Pranam Chatterjee Alexander Tong Avishek Joey Bose DiffM 47 6 0 10 Oct 2024
AppBench: Planning of Multiple APIs from Various APPs for Complex User Instruction Hongru Wang Rui Wang Boyang Xue Heming Xia Jingtao Cao Zeming Liu Jeff Z. Pan Kam-Fai Wong ALM 30 8 0 10 Oct 2024
From Exploration to Mastery: Enabling LLMs to Master Tools via Self-Driven Interactions Changle Qu Sunhao Dai Xiaochi Wei Hengyi Cai Shuaiqiang Wang Dawei Yin Jun Xu Ji-Rong Wen 58 9 0 10 Oct 2024
Uncovering Factor Level Preferences to Improve Human-Model Alignment Juhyun Oh Eunsu Kim Jiseon Kim Wenda Xu Inha Cha William Yang Wang Alice H. Oh 32 0 0 09 Oct 2024
Self-Boosting Large Language Models with Synthetic Preference Data Qingxiu Dong Li Dong Xingxing Zhang Zhifang Sui Furu Wei SyDa 40 6 0 09 Oct 2024
ClickAgent: Enhancing UI Location Capabilities of Autonomous Agents Jakub Hoscilowicz Bartosz Maj Bartosz Kozakiewicz Oleksii Tymoshchuk Artur Janicki LLMAG 47 5 0 09 Oct 2024
TinyClick: Single-Turn Agent for Empowering GUI Automation Pawel Pawlowski Krystian Zawistowski Wojciech Lapacz Marcin Skorupa Adam Wiacek Sebastien Postansque Jakub Hoscilowicz MLLM LLMAG LRM 44 6 0 09 Oct 2024
Bridging Today and the Future of Humanity: AI Safety in 2024 and Beyond Shanshan Han 73 1 0 09 Oct 2024
ToolBridge: An Open-Source Dataset to Equip LLMs with External Tool Capabilities Zhenchao Jin Mengchen Liu Dongdong Chen Lingting Zhu Yunsheng Li Lequan Yu KELM 26 0 0 08 Oct 2024
Integrating Planning into Single-Turn Long-Form Text Generation Yi Liang You Wu Honglei Zhuang Li Chen Jiaming Shen ... Zhen Qin Sumit Sanghai Xuanhui Wang Carl Yang Michael Bendersky 48 3 0 08 Oct 2024
Retrieving, Rethinking and Revising: The Chain-of-Verification Can Improve Retrieval Augmented Generation Bolei He Nuo Chen Xinran He Lingyong Yan Zhenkai Wei Jinchang Luo Zhen-Hua Ling RALM LRM 28 1 0 08 Oct 2024
AgentSquare: Automatic LLM Agent Search in Modular Design Space Yu Shang Yu Li Keyu Zhao Likai Ma J. Liu Fengli Xu Yong Li LLMAG 47 9 0 08 Oct 2024
Driving with Regulation: Interpretable Decision-Making for Autonomous Vehicles with Retrieval-Augmented Reasoning via LLM Tianhui Cai Yifan Liu Zewei Zhou Haoxuan Ma Seth Z. Zhao Zhiwen Wu Jiaqi Ma 42 7 0 07 Oct 2024
LRHP: Learning Representations for Human Preferences via Preference Pairs Chenglong Wang Yang Gan Yifu Huo Yongyu Mu Qiaozhi He Murun Yang Tong Xiao Chunliang Zhang Tongran Liu Jingbo Zhu AI4TS 32 0 0 06 Oct 2024
Aligning LLMs with Individual Preferences via Interaction Shujin Wu May Fung Cheng Qian Jeonghwan Kim Dilek Z. Hakkani-Tür Heng Ji 28 10 0 04 Oct 2024
CodePMP: Scalable Preference Model Pretraining for Large Language Model Reasoning Huimu Yu Xing Wu Weidong Yin Debing Zhang Songlin Hu LRM 26 5 0 03 Oct 2024
MA-RLHF: Reinforcement Learning from Human Feedback with Macro Actions Yekun Chai Haoran Sun Huang Fang Shuohuan Wang Yu Sun Hua-Hong Wu 132 1 0 03 Oct 2024
Evaluating Robustness of Reward Models for Mathematical Reasoning Sunghwan Kim Dongjin Kang Taeyoon Kwon Hyungjoo Chae Jungsoo Won Dongha Lee Jinyoung Yeo 30 4 0 02 Oct 2024
HelpSteer2-Preference: Complementing Ratings with Preferences Zhilin Wang Alexander Bukharin Olivier Delalleau Daniel Egert Gerald Shen Jiaqi Zeng Oleksii Kuchaiev Yi Dong ALM 42 39 0 02 Oct 2024
HybridFlow: A Flexible and Efficient RLHF Framework Guangming Sheng Chi Zhang Zilingfeng Ye Xibin Wu Wang Zhang Ru Zhang Yanghua Peng Haibin Lin Chuan Wu AI4CE 31 66 0 28 Sep 2024
Open-World Evaluation for Retrieving Diverse Perspectives Hung-Ting Chen Eunsol Choi 35 0 0 26 Sep 2024
Zeroth-Order Policy Gradient for Reinforcement Learning from Human Feedback without Reward Inference Qining Zhang Lei Ying OffRL 37 2 0 25 Sep 2024
Analyzing Probabilistic Methods for Evaluating Agent Capabilities Axel Højmark Govind Pimpale Arjun Panickssery Marius Hobbhahn Jérémy Scheurer 18 4 0 24 Sep 2024
LLM With Tools: A Survey Zhuocheng Shen 41 9 0 24 Sep 2024
LINKAGE: Listwise Ranking among Varied-Quality References for Non-Factoid QA Evaluation via LLMs Sihui Yang Keping Bi Wanqing Cui Jiafeng Guo Xueqi Cheng 18 2 0 23 Sep 2024
PROMPTFUZZ: Harnessing Fuzzing Techniques for Robust Testing of Prompt Injection in LLMs Jiahao Yu Yangguang Shao Hanwen Miao Junzheng Shi SILM AAML 67 4 0 23 Sep 2024
Backtracking Improves Generation Safety Yiming Zhang Jianfeng Chi Hailey Nguyen Kartikeya Upasani Daniel M. Bikel Jason Weston Eric Michael Smith SILM 41 6 0 22 Sep 2024
From Linguistic Giants to Sensory Maestros: A Survey on Cross-Modal Reasoning with Large Language Models Shengsheng Qian Zuyi Zhou Dizhan Xue Bing Wang Changsheng Xu LRM 34 1 0 19 Sep 2024
Textualized Agent-Style Reasoning for Complex Tasks by Multiple Round LLM Generation Chen Liang Zhifan Feng Zihe Liu Wenbin Jiang Jinan Xu Yufeng Chen Yong Wang LLMAG LRM 25 1 0 19 Sep 2024
From Lists to Emojis: How Format Bias Affects Model Alignment Xuanchang Zhang Wei Xiong Lichang Chen Tianyi Zhou Heng Huang Tong Zhang ALM 33 10 0 18 Sep 2024
CoCA: Regaining Safety-awareness of Multimodal Large Language Models with Constitutional Calibration Jiahui Gao Renjie Pi Tianyang Han Han Wu Lanqing Hong Lingpeng Kong Xin Jiang Zhenguo Li 41 5 0 17 Sep 2024
Measuring and Enhancing Trustworthiness of LLMs in RAG through Grounded Attributions and Learning to Refuse Maojia Song Shang Hong Sim Rishabh Bhardwaj Hai Leong Chieu Navonil Majumder Soujanya Poria 29 6 0 17 Sep 2024
Model-in-the-Loop (MILO): Accelerating Multimodal AI Data Annotation with LLMs Yifan Wang David Stevens Pranay Shah Wenwen Jiang Miao Liu ... Boying Gong Daniel Lee Jiabo Hu Ning Zhang Bob Kamma 37 1 0 16 Sep 2024
StruEdit: Structured Outputs Enable the Fast and Accurate Knowledge Editing for Large Language Models Baolong Bi Shenghua Liu Yiwei Wang Lingrui Mei Hongcheng Gao Junfeng Fang Xueqi Cheng KELM 33 8 0 16 Sep 2024
Trustworthiness in Retrieval-Augmented Generation Systems: A Survey Yujia Zhou Yan Liu Xiaoxi Li Jiajie Jin Hongjin Qian Zheng Liu Chaozhuo Li Zhicheng Dou Tsung-Yi Ho Philip S. Yu 3DV RALM 52 27 0 16 Sep 2024
Towards Data-Centric RLHF: Simple Metrics for Preference Dataset Comparison Judy Hanwen Shen Archit Sharma Jun Qin 42 4 0 15 Sep 2024
Alignment of Diffusion Models: Fundamentals, Challenges, and Future Buhua Liu Shitong Shao Bao Li Lichen Bai Zhiqiang Xu Haoyi Xiong James Kwok Sumi Helal Zeke Xie 39 11 0 11 Sep 2024
Policy Filtration in RLHF to Fine-Tune LLM for Code Generation Wei Shen Chuheng Zhang OffRL 36 6 0 11 Sep 2024