Title
Pieceformer: Similarity-Driven Knowledge Transfer via Scalable Graph Transformer in VLSI Hang Yang Yusheng Hu Yong Liu Cong 9 0 0 18 Jun 2025
Graph Neural Networks for Automatic Addition of Optimizing Components in Printed Circuit Board Schematics Pascal Plettenberg André Alcalde Bernhard Sick Josephine M. Thomas 102 0 0 12 Jun 2025
QForce-RL: Quantized FPGA-Optimized Reinforcement Learning Compute Engine Anushka Jha Tanushree Dewangan Mukul Lokhande Santosh Kumar Vishvakarma 21 0 0 08 Jun 2025
State Estimation and Control of Dynamic Systems from High-Dimensional Image Data Ashik E Rasul Hyung-Jin Yoon 45 0 0 30 May 2025
COMRECGC: Global Graph Counterfactual Explainer through Common Recourse Gregoire Fournier Sourav Medya BDL 124 0 0 11 May 2025
Adaptive 3D UI Placement in Mixed Reality Using Deep Reinforcement Learning Feiyu Lu Mengyu Chen Hsiang Hsu Pranav Deshpande Cheng Yao Wang Blair MacIntyre 86 4 0 30 Apr 2025
A2Perf: Real-World Autonomous Agents Benchmark Ikechukwu Uchendu Jason J. Jabbour Korneel Van den Berghe Joel Runevic Matthew P. Stewart ... S. Guadarrama Jie Tan Jordan K. Terry Aleksandra Faust Vijay Janapa Reddi 91 0 0 04 Mar 2025
Pareto Set Learning for Multi-Objective Reinforcement Learning Erlong Liu Yu-Chang Wu Xiaobin Huang Chengrui Gao Ren-Jian Wang Ke Xue Chao Qian OffRL 235 2 0 12 Jan 2025
CLDG: Contrastive Learning on Dynamic Graphs Yiming Xu Bin Shi Teng Ma Bo Dong Haoyi Zhou Qinghua Zheng 177 15 0 19 Dec 2024
Monte Carlo Tree Search based Space Transfer for Black-box Optimization Shukuan Wang Ke Xue Lei Song Xiaobin Huang Chao Qian 123 2 0 10 Dec 2024
Efficient Diversity-Preserving Diffusion Alignment via Gradient-Informed GFlowNets Zhen Liu Tim Z. Xiao Weiyang Liu Yoshua Bengio Dinghuai Zhang 252 6 0 10 Dec 2024
That Chip Has Sailed: A Critique of Unfounded Skepticism Around AI for Chip Design Anna Goldie Azalia Mirhoseini J. Dean 57 0 0 15 Nov 2024
Lifelong Reinforcement Learning via Neuromodulation Sebastian Lee Samuel Liebana Garcia Claudia Clopath Will Dabney 89 0 0 15 Aug 2024
MapTune: Advancing ASIC Technology Mapping via Reinforcement Learning Guided Library Tuning Mingju Liu Daniel Robinson Yingjie Li Cunxi Yu 47 0 0 25 Jul 2024
Preference Elicitation for Offline Reinforcement Learning Alizée Pace Bernhard Schölkopf Gunnar Rätsch Giorgia Ramponi OffRL 134 1 0 26 Jun 2024
Failures Are Fated, But Can Be Faded: Characterizing and Mitigating Unwanted Behaviors in Large-Scale Vision and Language Models Som Sagar Aditya Taparia Ransalu Senanayake 91 10 0 11 Jun 2024
Latent Energy-Based Odyssey: Black-Box Optimization via Expanded Exploration in the Energy-Based Latent Space Peiyu Yu Dinghuai Zhang Hengzhi He Xiaojian Ma Ruiyao Miao ... Deqian Kong Ruiqi Gao Jianwen Xie Guang Cheng Ying Nian Wu 97 6 0 27 May 2024
FPGA Divide-and-Conquer Placement using Deep Reinforcement Learning Shang Wang Deepak Ranganatha Sastry Mamillapalli Tianpei Yang Matthew E. Taylor 83 0 0 11 Apr 2024
Omega-Regular Decision Processes E. M. Hahn Mateo Perez S. Schewe Fabio Somenzi Ashutosh Trivedi D. Wojtczak 46 0 0 14 Dec 2023
Verilog-to-PyG -- A Framework for Graph Learning and Augmentation on RTL Designs Yingjie Li Mingju Liu Alan Mishchenko Cunxi Yu 49 6 0 09 Nov 2023
GSC: Generalizable Service Coordination Farzad Mohammadi V. Shah-Mansouri GNN 60 1 0 05 Nov 2023
Beyond Average Return in Markov Decision Processes Alexandre Marthe Aurélien Garivier Claire Vernade 62 7 0 31 Oct 2023
Empowering Counterfactual Reasoning over Graph Neural Networks through Inductivity S. Verma Burouj Armgaan Sourav Medya Sayan Ranu CML AI4CE 62 0 0 07 Jun 2023
Deep RL at Scale: Sorting Waste in Office Buildings with a Fleet of Mobile Manipulators Alexander Herzog Kanishka Rao Karol Hausman Yao Lu Paul Wohlhart ... Noah Brown Mrinal Kalakrishnan Julian Ibarz P. Pastor Sergey Levine OffRL 88 27 0 05 May 2023
Efficient Deep Reinforcement Learning Requires Regulating Overfitting Qiyang Li Aviral Kumar Ilya Kostrikov Sergey Levine OffRL 118 36 0 20 Apr 2023
Tile Networks: Learning Optimal Geometric Layout for Whole-page Recommendation Shuai Xiao Zaifan Jiang Shuang Yang 59 3 0 03 Mar 2023
DITTO: Offline Imitation Learning with World Models Branton DeMoss Paul Duckworth Nick Hawes Ingmar Posner Ingmar Posner OffRL 73 18 0 06 Feb 2023
Importance Weighted Actor-Critic for Optimal Conservative Offline Reinforcement Learning Hanlin Zhu Paria Rashidinejad Jiantao Jiao OffRL 103 18 0 30 Jan 2023
Is Conditional Generative Modeling all you need for Decision-Making? Anurag Ajay Yilun Du Abhi Gupta J. Tenenbaum Tommi Jaakkola Pulkit Agrawal DiffM 160 408 0 28 Nov 2022
Data-Driven Offline Decision-Making via Invariant Representation Learning Qi Yi-Hsun Su Aviral Kumar Sergey Levine OffRL 91 22 0 21 Nov 2022
Physics-Informed Machine Learning: A Survey on Problems, Methods and Applications Zhongkai Hao Songming Liu Yichi Zhang Chengyang Ying Yao Feng Hang Su Jun Zhu PINN AI4CE 127 99 0 15 Nov 2022
Theta-Resonance: A Single-Step Reinforcement Learning Method for Design Space Exploration Masood S. Mortazavi Tiancheng Qin Ning Yan 132 4 0 03 Nov 2022
Global Counterfactual Explainer for Graph Neural Networks Mert Kosan Zexi Huang Sourav Medya Sayan Ranu Ambuj K. Singh 108 50 0 21 Oct 2022
PD-MORL: Preference-Driven Multi-Objective Reinforcement Learning Algorithm T. Basaklar S. Gumussoy Ümit Y. Ogras 50 41 0 16 Aug 2022
Bayesian Optimization for Macro Placement Changyong Oh Roberto Bondesan D. Kianfar Rehan Ahmed Rishubh Khurana Payal Agarwal Romain Lepert M. Sriram Max Welling 39 6 0 18 Jul 2022
GriddlyJS: A Web IDE for Reinforcement Learning C. Bamford Minqi Jiang Mikayel Samvelyan Tim Rocktaschel OnRL 94 5 0 13 Jul 2022
Efficient Deep Learning Using Non-Volatile Memory Technology A. Inci Mehmet Meric Isgenc Diana Marculescu 98 3 0 27 Jun 2022
DeepTPI: Test Point Insertion with Deep Reinforcement Learning Zhengyuan Shi Min Li Sadaf Khan Liuzheng Wang Naixing Wang Yu Huang Qiang Xu 97 16 0 07 Jun 2022
Reinforcement Learning Approach for Mapping Applications to Dataflow-Based Coarse-Grained Reconfigurable Array Andre Xian Ming Chang Parth Khopkar Bashar Romanous Abhishek Chaurasia Patrick Estep Skyler Windh Douglas J Vanesko Sheik Dawood Beer Mohideen Eugenio Culurciello 73 6 0 26 May 2022
Sym-NCO: Leveraging Symmetricity for Neural Combinatorial Optimization Minsu Kim Junyoung Park Jinkyoo Park 147 90 0 26 May 2022
An Evolutionary Approach to Dynamic Introduction of Tasks in Large-scale Multitask Learning Systems Andrea Gesmundo J. Dean 134 24 0 25 May 2022
muNet: Evolving Pretrained Deep Neural Networks into Scalable Auto-tuning Multitask Systems Andrea Gesmundo J. Dean 109 19 0 22 May 2022
Routing and Placement of Macros using Deep Reinforcement Learning Mrinal Mathur 109 0 0 19 May 2022
Sibyl: Adaptive and Extensible Data Placement in Hybrid Storage Systems Using Online Reinforcement Learning Gagandeep Singh Rakesh Nadig Jisung Park Rahul Bera Nastaran Hajinazar D. Novo Juan Gómez Luna S. Stuijk Henk Corporaal O. Mutlu 101 35 0 15 May 2022
PrefixRL: Optimization of Parallel Prefix Circuits using Deep Reinforcement Learning Rajarshi Roy Jonathan Raiman Neel Kant Ilyas Elkin Robert M. Kirby Michael Siu S. Oberman Saad Godil Bryan Catanzaro 92 40 0 14 May 2022
Equivariant quantum circuits for learning on weighted graphs Andrea Skolik Michele Cattelan S. Yarkoni Thomas Bäck Vedran Dunjko 108 68 0 12 May 2022
A Survey and Perspective on Artificial Intelligence for Security-Aware Electronic Design Automation D. Koblah R. Acharya Daniel Capecci Olivia P. Dizon-Paradis Shahin Tajik F. Ganji D. Woodard Domenic Forte 57 12 0 19 Apr 2022
Flexible Multiple-Objective Reinforcement Learning for Chip Placement Fu-Chieh Chang Yu-Wei Tseng Ya-Wen Yu Ssu-Rui Lee Alexandru Cioba ... Chien-Yi Yang Ren-Chu Wang Yao-Wen Chang Tai-Chen Chen Tung-Chieh Chen OffRL 60 5 0 13 Apr 2022
AI/ML Algorithms and Applications in VLSI Design and Technology Deepthi Amuru Harsha V. Vudumula Pavan K. Cherupally Sushanth R. Gurram Amir Ahmad Andleeb Zahra Zia Abbas 124 44 0 21 Feb 2022
Reinforcement Learning Framework for Server Placement and Workload Allocation in Multi-Access Edge Computing Anahita Mazloomi Hani Sami Jamal Bentahar Hadi Otrok Azzam Mourad 13 26 0 21 Feb 2022