Program Overview
| Time | Wednesday | Thursday | Friday |
|---|---|---|---|
| 09:00-09:30 | Registration | Tutorial Part 1 LLMs at the Edge: Hype or Hope? (Session Chair:Henk Corporal) |
Tutorial Part 2 LLMs at the Edge: Hype or Hope? (Session Chair:Henk Corporal) |
| 09:30-09:45 | Conference Opening* | ||
| 09:45-10:30 | Opening Talk* Prof. Ronald Tetzlaff (Session Chair: Xueqing Li) |
||
| 10:30-11:00 | Networking Coffee Break | Networking Coffee Break | Networking Coffee Break |
| 11:00-12:15 | Industrial Invited Talk Dr. Andrea Redaelli (Session Chair: Saugata Ghose) |
Keynote* Prof. Wei Lu (Session Chair: Damian Querlioz) |
Keynote* Prof. Thomas Mikolajick (Session Chair: Said Hamdioui) |
| 12:15-13:15 | Lunch | Lunch | Lunch |
| 13:15-15:15 | Session 1 Performance at Scale (Session Chair: Leonid Yavits) |
Session 3 Domain Specialization (Session Chair: Jeronimo Castrillon) |
Session 5 In-Memory Operations Networking Coffee Break (Session Chair: Xingsheng Wang) |
| 15:15-15:45 | Networking Coffee Break | Networking Coffee Break | Session 6 AI at Scale (Session Chair: Matthias Jung) |
| 15:15-16:45 | Session 2 Edge Computing (Session Chair: Asif Ali Khan) |
Session 4 Modeling (Session Chair: Esteban Garzon) |
|
| 16:45-17:00 | Closing | ||
| 17:30-18:30 | Break | Break | |
| 18:30-20:00 | Welcome Dinner | Gala Dinner |
*These events are available online for participants who have registered for online participation via the registration portal. The link will be sent to registered participants via email.
Session Details
| Session | Date | ID | Title | Type | Time |
|---|---|---|---|---|---|
| 1. Performance at Scale (Session Chair: Leonid Yavits) |
Oct. 08 | 81 | Area-Efficient Heterogeneous MRAM for High-Performing AI Acceleration Sohan Salahuddin Mugdho (Iowa State Univ.), Kshemal K. Gupte (Iowa State Univ.), Md. Shahedul Hasan (Iowa State Univ.), Cheng Wang (Iowa State Univ.) |
Long Paper | 13:15 |
| 35 | SPIDER: A Sparsity-Aware High-Density Compute-in-ROM Architecture for Large-Scale Nerual Networks On-Chip Deployment Tianyu Liao (Tsinghua Univ.), Tianyi Yu (Tsinghua Univ.), Yiming Chen (Tsinghua Univ.), Teng Yi (Tsinghua Univ.), Yu Wang (Tsinghua Univ.), Huazhong Yang (Tsinghua Univ.), Xueqing Li (Tsinghua Univ.) |
Short Paper | 13:40 | ||
| 59 | Exploiting LPDDR6 Metadata to Cache Byte-Addressable Non-Volatile Main Memories Nils Wilbert (Univ. Wurzburg), Derek Christ (Univ. Wurzburg), Matthias Jung (Univ. Wurzburg; Fraunhofer IESE) |
Short Paper | 14:00 | ||
| 63 | CMOS probabilistic computer using voltage-controlled magnetic tunnel junctions as its entropy source Christian Duffee (Northwestern Univ.), Jordan Athas (Northwestern Univ.), Yixin Shao (Northwestern Univ.), Noraica Davila Melendez (Western Digital Corp.), Eleonora Raimondo (Inst. Nazionale di Geofisica e Vulcanologia), Jordan A. Katine (Western Digital Corp.), Kerem Y. Camsari (Univ. California Santa Barbara), Giovanni Finocchio (Univ. degli Studi di Messina), Pedram Khalili Amiri (Northwestern Univ.) |
Extended Abstract | 14:20 | ||
| 82 | Boosting Memory Throughput with a Strided Access Pattern on Disruptive Memory Systems Lennart Schmidt (TU Dresden), Roland Kuehn (TU Dortmund), Matti Krause (TU Dortmund), Jens Teubner (TU Dortmund), Dirk Habich (TU Dresden), Wolfgang Lehner (TU Dresden) |
Extended Abstract | 14:25 | ||
| 134 | rMMU: Disaggregating Virtual Memory Pasha Fistanto (TU Braunschweig), Tobias Gersdorf (TU Braunschweig), Christian Dietrich (TU Braunschweig) |
Extended Abstract | 14:30 | ||
| Q&A | 14:35 | ||||
| 2. Edge Computing (Session Chair: Asif Ali Khan) |
Oct. 08 | 28 | A Blueprint for Accurate, Energy-Efficient DNN Inference via Capacitive In-Memory Computing Kai Uwe Demasius (SEMRON), Alexander Lowa (SEMRON), Boris Murmann (Univ. Hawaii), Tilmann Bartsch (SEMRON) |
Long Paper | 15:45 |
| 21 | A 28nm 26.9 Mb/mm² x 43.1 TOPS/W Fully Digital Task-Flexible Compute-in-ROM/SRAM Macro for Energy-Efficient Edge AI Inference Tianyi Yu (Tsinghua Univ.), Ling-An Cheong (Tsinghua Univ.), Zhonghao Chen (Tsinghua Univ.), Teng Yi (Tsinghua Univ.), Yongpan Liu (Tsinghua Univ.), Huazhong Yang (Tsinghua Univ.), Xueqing Li (Tsinghua Univ.) |
Short Paper | 16:10 | ||
| 75 | APX-DREAM-CIM: An Approximate Digital SRAM-based CIM Accelerator for Edge AI Asmae El Arrassi (Delft Univ. of Technology), Chenruiyuan Yu (Delft Univ. of Technology), Mottaquiallah Taouil (Delft Univ. of Technology), Rajiv Joshi (IBM Research), Said Hamdioui (Delft Univ. of Technology) |
Short Paper | 16:30 | ||
| 88 | HW/SW Co-Design Methodology for Near-Memory Computing with TensorFlow Lite Integration Maha Kooli (CEA), Thaddee Bricout (CEA), Hichem Benamara (CEA), Lorenzo ciampolini (CEA), Emanuele Valea (CEA), Maria Ramirez-Corrales (CEA), Henri-Pierre Charles (CEA), Jean-Philippe Noel (CEA), Antoine Hebert (CEA), Riccardo Alidori (CEA) |
Extended Abstract | 16:50 | ||
| 115 | Bit-Flip-Aware Regularization for Enhancing Fault Resilience in Deep Neural Networks Samira Nazari (Zanjan Univ.), Mahdi Taheri (BTU Cottbus), Ali Azarpeyvand (Zanjan Univ.), Mohsen Afsharchi (Zanjan Univ.), Christian Herglotz (BTU Cottbus) |
Extended Abstract | 16:55 | ||
| Q&A | 17:00 | ||||
| 3. Domain Specialization (Session Chair: Jeronimo Castrillon) |
Oct. 09 | 45 | CryptoSRAM: Enabling High-Throughput Cryptography on MCUs via In-SRAM Computing Jingyao Zhang (Univ. California, Riverside), Elaheh Sadredini (Univ. California, Riverside) |
Long Paper | 13:15 |
| 30 | Energy-convergence trade off for the training of neural networks on bio-inspired hardware Nikhil Garg (ETH Zurich), Paul Uriarte Vicandi (ETH Zurich), Yanming Zhang (ETH Zurich), Alexandre Baigol (ETH Zurich), Donato Francesco Falcone (IBM Research Zurich), Saketh Ram Mamidala (IBM Research Zurich), Bert Jan Offrein (IBM Research Zurich), Laura Begon-Lours (ETH Zurich) |
Short Paper | 13:40 | ||
| 41 | KSPiM: 65nm Processing-near-Memory State Space based Accelerator for Keyword Spotting Almog Sharoni (Bar-Ilan Univ.), Zuher Jahshan (Bar-Ilan Univ.), Udi Kra (Bar-Ilan Univ.), Adam Teman (Bar-Ilan Univ.), Leonid Yavits (Bar-Ilan Univ.) |
Short Paper | 14:00 | ||
| 37 | Hardware-Software Co-Design of Iterative Filter-Update Numerical Methods Using Processing-In-Memory Eric Tang (Carnegie Mellon Univ.), Tianyun Zhang (Carnegie Mellon Univ.), William Bradford (Univ. Virginia), Farzana Ahmed Siddique (Univ. Virginia), James C. Hoe (Carnegie Mellon Univ.; MangoBoost), Kevin Skadron (Univ. Virginia), Franz Franchetti (Carnegie Mellon Univ.) |
Extended Abstract | 14:20 | ||
| 73 | Extended-variable probabilistic computing with p-dits Christian Duffee (Northwestern Univ.), Jordan Athas (Northwestern Univ.), Andrea Grimaldi (Politecnico di Bari), Deborah Volpe (Istituto Nazionale di Geofisica e Vulcanologia), Giovanni Finocchio (Univ. degli Studi di Messina), Ermin Wei (Northwestern Univ.), Pedram Khalili Amiri (Northwestern Univ.) |
Extended Abstract | 14:25 | ||
| 80 | GAPiM: Discovering Genetic Variations on a Real Processing-in-Memory System Naomie Abecassis (Technion), Juan Gomez-Luna (NVIDIA), Onur Mutlu (ETH Zurich), Ran Ginosar (Technion), Aphelie Moisson-Franckhauser (UPMEM), Leonid Yavits (Bar Ilan Univ.) |
Extended Abstract | 14:30 | ||
| Q&A | 14:35 | ||||
| 4. Modeling (Session Chair: Esteban Garzon) |
Oct. 09 | 29 | Overhead Prediction for PIM-Enabled Applications with Performance-Aware Behaviour Models Birte Friesel (Univ. Osnabruck), Olaf Spinczyk (Univ. Osnabruck) |
Short Paper | 15:45 |
| 64 | Performance and Power Analysis of LPDDR6 Derek Christ (Univ. Wurzburg), Lukas Steiner (RPTU Kaiserslautern-Landau), Thomas Zimmermann (Fraunhofer IESE), Marco Moerz (Fraunhofer IESE), Nils Wilbert (Univ. Wurzburg), Matthias Jung (Univ. Wurzburg; Fraunhofer IESE), Norbert Wehn (TU Kaiserslautern-Landau) |
Short Paper | 16:05 | ||
| 96 | Design Space Exploration of a Direct Cached Memory Access Controller Optimized for HBM Memory Systems using TAPRE-HBM Gia Bao Thieu (TU Braunschweig), Johannes Knoedtel (Univ. Rostock), Florian Rokohl (Univ. Rostock), Marc Reichenbach (Univ. Rostock), Guillermo Paya-Vaya (TU Braunschweig) |
Short Paper | 16:25 | ||
| 150 | A Reconfigurable Complete V/R-R Logic Scheme Based on Binary Memristors Zhouchao Gan (Huazhong Univ. of Science and Technology), Fang Cheng (Huazhong Univ. of Science and Technology), Xingsheng Wang (Huazhong Univ. of Science and Technology) |
Extended Abstract | 16:45 | ||
| 132 | A Compact Memristor Model for Hafnium-based 1T1R ReRAM Devices Khang Phuoc Nguyen (TU Dresden), Richard Schroedter (TU Dresden), Vasileios Ntinas (Aalborg Univ.), Ronald Tetzlaff (TU Dresden) |
Extended Abstract | 16:50 | ||
| Q&A | 16:55 | ||||
| 5. In-Memory Operations (Session Chair: Xingsheng Wang) |
Oct. 10 | 98 | CIMple: Standard-cell SRAM-based CIM with LUT-based split softmax for attention acceleration Bas Ahn (Eindhoven Univ. of Technology), Xingjian Tao (Eindhoven Univ. of Technology), Manil Dev Gomony (Eindhoven Univ. of Technology), Marc Geilen (Eindhoven Univ. of Technology), Henk Corporaal (Eindhoven Univ. of Technology) |
Long Paper | 13:15 |
| 02 | An Efficient Robust Serial IMPLY-based In-Memristor Adder Fabian Seiler (TU Wien), Gulafshan (Heidelberg Univ.), Nima TaheriNejad (Heidelberg Univ.) |
Short Paper | 13:40 | ||
| 91 | Fast and Scalable MAGIC-Based Wallace Tree Multiplier for In-Memory Computing Saeideh Nabipour (DFKI), Kamalika Datta (DFKI; Univ. Bremen), Abhoy Kole (DFKI), Saeideh Shirinzadeh (DFKI; Fraunhofer ISI; Karlsruhe), Rolf Drechsler (Univ. Bremen; DFKI) |
Short Paper | 14:00 | ||
| 55 | Fast and Energy-Efficient Approximate Memristive Multipliers Kevin Klein (Heidelberg Univ.), Asma Mohsin (Heidelberg Univ.), David Baumeister (Heidelberg Univ.), Gulafshan (Heidelberg Univ.), Nima TaheriNejad (Heidelberg Univ.) |
Extended Abstract | 14:20 | ||
| 68 | ISPA: In-Situ Processing within Associative Processor for Energy-Efficient Computations Esteban Garzon (Univ. Calabria) |
Extended Abstract | 14:25 | ||
| Q&A | 14:30 | ||||
| 6. AI at Scale (Session Chair: Matthias Jung) |
Oct. 10 | 07 | PiC-BNN: A 128-kbit 65nm Processing-in-CAM-Based End-to-End Binary Neural Network Accelerator Yuval Harary (Bar-Ilan Univ.), Almog Sharoni (Bar-Ilan Univ.), Esteban Garzon (Univ. Calabria), Marco Lanuzza (Univ. Calabria), Adam Teman (Bar-Ilan Univ.), Leonid Yavits (Bar-Ilan Univ.) |
Short Paper | 15:15 |
| 72 | Efficient In-Memory Acceleration of Sparse Block Diagonal LLMs Joao Paulo C. de Lima (TU Dresden; ScaDS.AI), Marc Dietrich (TU Dresden), Jeronimo Castrillon (TU Dresden), Asif Ali Khan (TU Dresden) |
Short Paper | 15:35 | ||
| 65 | UPMEM Unleashed: The Road to High-Performance and Adaptive PIM Research Krystian Chmielewski (Huawei Warsaw Research Center), Jaroslaw Lawnicki (Huawei Warsaw Research Center), Uladzislau Lukyanau (Huawei Warsaw Research Center), Tadeusz Kobus (Huawei Warsaw Research Center), Maciej Maciejewski (Huawei Warsaw Research Center) |
Extended Abstract | 15:55 | ||
| 105 | Forward-Forward Learning on RRAM: Algorithm and Low-Voltage Reset Co-Optimization A. Renaudineau (Univ. Paris-Saclay), B. Imbert (Aix-Marseille Univ.), M. H. Diallo (Aix-Marseille Univ.), T. Dupuis (Univ. Paris-Saclay), J.-D. Aguirre-Morales (Aix-Marseille Univ.), M. A. Iftakher (Univ. Paris-Saclay), K.-E. Harabi (CEA-LETI; Univ. Grenoble Alpes), C. Turck (Univ. Paris-Saclay), M. Drouhin (Univ. Paris-Saclay), T. Hirtzlin (CEA-LETI; Univ. Grenoble Alpes), E. Vianello (CEA-LETI; Univ. Grenoble Alpes), J.-M. Portal (Aix-Marseille Univ.), M. Bocquet (Aix-Marseille Univ.), D. Querlioz (Univ. Paris-Saclay; CNRS) |
Extended Abstract | 16:00 | ||
| 148 | The Logarithmic Memristor-Based Bayesian Machine Theo Ballet (Univ. Paris-Saclay), Damien Querlioz (Univ. Paris-Saclay; CNRS) |
Extended Abstract | 16:05 | ||
| Q&A | 16:10 |
**Authors should upload their presentations and set up their Q&A stand with any support materials (posters, print-out, etc.) during the morning coffee break of their presentation day.
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