Title
LLaVA-Zip: Adaptive Visual Token Compression with Intrinsic Image Information Ke Wang Hong Xuan VLM 117 2 0 11 Dec 2024
The BrowserGym Ecosystem for Web Agent Research Thibault Le Sellier De Chezelles Maxime Gasse Alexandre Lacoste Alexandre Drouin Massimo Caccia ... Siva Reddy Quentin Cappart Graham Neubig Ruslan Salakhutdinov Nicolas Chapados LLMAG 181 18 0 06 Dec 2024
GoldFish: Serverless Actors with Short-Term Memory State for the Edge-Cloud Continuum Cynthia Marcelino Jack Shahhoud Stefan Nastic 151 3 0 03 Dec 2024
Acceleration for Deep Reinforcement Learning using Parallel and Distributed Computing: A Survey Zhihong Liu Xin Xu Peng Qiao Dongsheng Li OffRL 96 6 0 08 Nov 2024
NEO: Saving GPU Memory Crisis with CPU Offloading for Online LLM Inference Xuanlin Jiang Yang Zhou Shiyi Cao Ion Stoica Minlan Yu 73 11 0 02 Nov 2024
Is the GPU Half-Empty or Half-Full? Practical Scheduling Techniques for LLMs Ferdi Kossmann Bruce Fontaine Daya Khudia Michael Cafarella Samuel Madden 291 2 0 23 Oct 2024
DyPNIPP: Predicting Environment Dynamics for RL-based Robust Informative Path Planning Srujan Deolasee Siva Kailas Wenhao Luo Katia Sycara Woojun Kim 73 1 0 22 Oct 2024
PODTILE: Facilitating Podcast Episode Browsing with Auto-generated Chapters Azin Ghazimatin Ekaterina Garmash Gustavo Penha Kristen Sheets Martin Achenbach ... Ben Carterette Ann Clifton Paul N. Bennett C. Hauff M. Lalmas 98 4 0 21 Oct 2024
Improving Parallel Program Performance with LLM Optimizers via Agent-System Interfaces Anjiang Wei Allen Nie Diyi Yang Rohan Yadav Wonchan Lee Ke Wang Alex Aiken 61 0 0 21 Oct 2024
Solving the 2D Advection-Diffusion Equation using Fixed-Depth Symbolic Regression and Symbolic Differentiation without Expression Trees Edward Finkelstein 105 0 0 18 Oct 2024
Retrospective Learning from Interactions Zizhao Chen Mustafa Omer Gul Yiwei Chen Gloria Geng Anne Wu Yoav Artzi LRM 104 1 0 17 Oct 2024
Accelerating Python Applications with Dask and ProxyStore J. G. Pauloski Klaudiusz Rydzy Valérie Hayot-Sasson Ian Foster Kyle Chard 57 1 0 15 Oct 2024
Learning to rumble: Automated elephant call classification, detection and endpointing using deep architectures Christiaan M. Geldenhuys Thomas R. Niesler 29 0 0 15 Oct 2024
DecorateLM: Data Engineering through Corpus Rating, Tagging, and Editing with Language Models Ranchi Zhao Zhen Leng Thai Yifan Zhang Shengding Hu Yunqi Ba Jie Zhou Jie Cai Zhiyuan Liu Maosong Sun 145 1 0 08 Oct 2024
ConServe: Harvesting GPUs for Low-Latency and High-Throughput Large Language Model Serving Yifan Qiao Shu Anzai Shan Yu Haoran Ma Yang Wang Miryung Kim Harry Xu 54 4 0 02 Oct 2024
A House United Within Itself: SLO-Awareness for On-Premises Containerized ML Inference Clusters via Faro Beomyeol Jeon Chen Wang Diana Arroyo Alaa Youssef Indranil Gupta 58 0 0 29 Sep 2024
HybridFlow: A Flexible and Efficient RLHF Framework Guangming Sheng Chi Zhang Zilingfeng Ye Xibin Wu Wang Zhang Ru Zhang Size Zheng Haibin Lin Chuan Wu AI4CE 206 240 0 28 Sep 2024
Data-Prep-Kit: getting your data ready for LLM application development David Wood Boris Lublinsky Alexy Roytman Shivdeep Singh Abdulhamid A. Adebayo ... Dhiraj Joshi Hajar Emami-Gohari Xuan-Hong Dang Yan Koyfman Shahrokh Daijavad VLM 71 2 0 26 Sep 2024
Syndeo: Portable Ray Clusters with Secure Containerization William Li Rodney S. Lafuente Mercado Jaime D. Pena R. Allen 29 0 0 25 Sep 2024
Flotta: a Secure and Flexible Spark-inspired Federated Learning Framework Claudio Bonesana Daniele Malpetti Sandra Mitrović Francesca Mangili Laura Azzimonti FedML 20 0 0 20 Sep 2024
IR2: Implicit Rendezvous for Robotic Exploration Teams under Sparse Intermittent Connectivity Derek Ming Siang Tan Yixiao Ma Jingsong Liang Yi Cheng Chng Yuhong Cao Guillaume Sartoretti 121 5 0 07 Sep 2024
CoGen: Learning from Feedback with Coupled Comprehension and Generation Mustafa Omer Gul Yoav Artzi 83 5 0 28 Aug 2024
RAIN: Reinforcement Algorithms for Improving Numerical Weather and Climate Models Pritthijit Nath Henry Moss Emily Shuckburgh Mark Webb AI4Cl AI4CE 155 0 0 28 Aug 2024
Employing Artificial Intelligence to Steer Exascale Workflows with Colmena Logan T. Ward J. G. Pauloski Valérie Hayot-Sasson Y. Babuji Alexander Brace Ryan Chard Kyle Chard R. Thakur Ian Foster 108 5 0 26 Aug 2024
Practical Aspects on Solving Differential Equations Using Deep Learning: A Primer Georgios Is. Detorakis 136 0 0 21 Aug 2024
Liquid Fourier Latent Dynamics Networks for fast GPU-based numerical simulations in computational cardiology Matteo Salvador Alison L. Marsden AI4CE 93 1 0 19 Aug 2024
TaPS: A Performance Evaluation Suite for Task-based Execution Frameworks J. G. Pauloski Valérie Hayot-Sasson Maxime Gonthier Nathaniel Hudson Haochen Pan Sicheng Zhou Ian Foster Kyle Chard 51 5 0 13 Aug 2024
HDPlanner: Advancing Autonomous Deployments in Unknown Environments through Hierarchical Decision Networks Jingsong Liang Yuhong Cao Yixiao Ma Hanqi Zhao Guillaume Sartoretti 64 2 0 07 Aug 2024
AutoM3L: An Automated Multimodal Machine Learning Framework with Large Language Models Daqin Luo Chengjian Feng Yuxuan Nong Yiqing Shen 61 6 0 01 Aug 2024
Non-convolutional Graph Neural Networks Yuanqing Wang N. Scherer-Negenborn GNN 83 5 0 31 Jul 2024
Privileged Reinforcement and Communication Learning for Distributed, Bandwidth-limited Multi-robot Exploration Yixiao Ma Jingsong Liang Yuhong Cao Derek Ming Siang Tan Guillaume Sartoretti 60 0 0 29 Jul 2024
Practical Marketplace Optimization at Uber Using Causally-Informed Machine Learning Bobby Chen Siyu Chen Jason Dowlatabadi Yu Xuan Hong Vinayak Iyer ... Kaichen Wei Chen Xu Jingnan Yang Allen T. Zhang Guoqing Zhang OffRL 141 1 0 26 Jul 2024
TADA: Temporal Adversarial Data Augmentation for Time Series Data Byeong Tak Lee Joon-Myoung Kwon Yong-Yeon Jo TTA 74 0 0 21 Jul 2024
Exploring End-to-end Differentiable Neural Charged Particle Tracking -- A Loss Landscape Perspective T. Kortus Ralf Keidel N.R. Gauger 129 0 0 18 Jul 2024
Learning Interpretable Differentiable Logic Networks Chang Yue N. Jha NAI AI4CE 59 1 0 04 Jul 2024
DRLQ: A Deep Reinforcement Learning-based Task Placement for Quantum Cloud Computing H. T. Nguyen Muhammad Usman Rajkumar Buyya 56 0 0 03 Jul 2024
Object Proxy Patterns for Accelerating Distributed Applications J. G. Pauloski Valérie Hayot-Sasson Logan T. Ward Alexander Brace André Bauer Kyle Chard Ian Foster AI4CE 79 7 0 01 Jul 2024
Teola: Towards End-to-End Optimization of LLM-based Applications Xin Tan Yimin Jiang Yitao Yang Hong-Yu Xu 160 7 0 29 Jun 2024
CANDY: A Benchmark for Continuous Approximate Nearest Neighbor Search with Dynamic Data Ingestion Xianzhi Zeng Zhuoyan Wu Xinjing Hu Xuanhua Shi Shixuan Sun Shuhao Zhang 94 2 0 28 Jun 2024
A Survey on Failure Analysis and Fault Injection in AI Systems Guangba Yu Gou Tan Haojia Huang Zhenyu Zhang Pengfei Chen Roberto Natella Zibin Zheng 99 5 0 28 Jun 2024
Data-Driven Prediction and Uncertainty Quantification of PWR Crud-Induced Power Shift Using Convolutional Neural Networks Aidan Furlong Farah Alsafadi S. Palmtag Andrew Godfrey Xu Wu 134 1 0 27 Jun 2024
The Multilingual Alignment Prism: Aligning Global and Local Preferences to Reduce Harm Aakanksha Arash Ahmadian Beyza Ermis Seraphina Goldfarb-Tarrant Julia Kreutzer Marzieh Fadaee Sara Hooker 119 39 0 26 Jun 2024
Automatic Tracing in Task-Based Runtime Systems Rohan Yadav Michael Bauer David Broman Michael Garland Alex Aiken Fredrik Kjolstad 26 1 0 26 Jun 2024
Composing Distributed Computations Through Task and Kernel Fusion Rohan Yadav S. Sundram Wonchan Lee Michael Garland Michael Bauer Alex Aiken Fredrik Kjolstad 64 2 0 26 Jun 2024
How to Rent GPUs on a Budget Zhouzi Li Benjamin Berg Arpan Mukhopadhyay Mor Harchol-Balter 34 0 0 21 Jun 2024
CascadeServe: Unlocking Model Cascades for Inference Serving Ferdi Kossmann Ziniu Wu Alex Turk Nesime Tatbul Lei Cao Samuel Madden 68 3 0 20 Jun 2024
Breaking the Ceiling of the LLM Community by Treating Token Generation as a Classification for Ensembling Yao-Ching Yu Chun-Chih Kuo Ziqi Ye Yu-Cheng Chang Yueh-Se Li 88 12 0 18 Jun 2024
Predicting Fault-Ride-Through Probability of Inverter-Dominated Power Grids using Machine Learning Christian Nauck Anna Buttner Sebastian Liemann Frank Hellmann M. Lindner AI4CE 118 0 0 13 Jun 2024
Training Through Failure: Effects of Data Consistency in Parallel Machine Learning Training Ray Cao Sherry Luo Steve Gan Sujeeth Jinesh 56 0 0 08 Jun 2024
Llumnix: Dynamic Scheduling for Large Language Model Serving Biao Sun Ziming Huang Hanyu Zhao Wencong Xiao Xinyi Zhang Yong Li Wei Lin 91 57 0 05 Jun 2024