Welcome to KAIST TERALAB
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Slides on DeepSeek Technical Review Workshop by Teralab
AIVA for Piano Solo, Op.11: Rhapsody, composed by AI, played by Teralab undergraduate student, Hyunseo Uhm
9 papers by Dr. Taein Shin, Ph.D students, Keunwoo Kim, Keeyoung Son, Haeyeon Kim, Junghyun Lee, and master students, Hyunah Park, Haeseok Suh, Jungmin Ahn and Huynjun An, got accepted to EPEPS 2023.
Ph.D student, Haeyeon Kim's first authored paper "DevFormer: A Symmetric Transformer for Context-Award Device Placement" got accepted to ICML 2023.
Four Ph.D students, Seongguk Kim, Taein Shin, Seonguk Choi, and Haeyeon Kim, received Best Paper Awards on Feburary 1st, 2023.
Hyunwoo Kim, a master student, received Best Poster Paper Award.
Doctor Hyunwook Park received Best Poster Award.
*Last updated in October 2024
< AI-X Architect for AI Engineering >
Ref) Jihun Kim, Teralab
< Adaptive Gramian-Angular-Field Segmentation Integration Based Generative Adversarial Network (AGSI-GAN) for HBM I/O Design >
Ref) Junghyun Lee, Teralab
< AGSI-GAN Framework for Accurate Eye Diagram Estimation >
Ref) Junghyun Lee, Teralab
< Overview of Diffusion Rewarded Generative Flow Network (DRGF Net) based TSV array placement in next generation HBM >
Ref) Hyunjun Ahn, Teralab
< Structure of Diffusion Model for Reward Estimation System >
Ref) Hyunjun Ahn, Teralab
(a) Signal degradation of high-speed memory channel in HBM
(b) Process of eye diagram generation of GAN model
(c) Various key parameters driven from the generated eye diagram
(d) Model architecture of Pix2Pix-based GAN for Eye Diagram Estimation
< Generative Adversarial Network (GAN) based Eye Diagram Estimation for Design of High Bandwidth Memory (HBM) Interposer Considering Signal Integrity >
Ref) Junghyun Lee, Teralab
< XRL-based Decoupling Capacitor Placement using GPT-based Explanation Generator for HBM >
Ref) Keunwoo Kim, Teralab
< Explanation using GPT-based Explanation Generator >
Ref) Keunwoo Kim, Teralab
< RL-Based Various Package and Interconnect Design Area within HBM Package >
Ref) Jihun Kim, Teralab
< Schemetic diagram of RL-X Architect for SI/PI Design >
Ref) Hyunwook Park, Teralab
(a) Proposed sequential policy-based PEQ optimization for memory channel of HBM using advantage actor-critic (A2C)
(b) Physical dimensions of PEQ in memory channel of HBM
(c) Result of eye-diagram with each optimization method for a random test case
< DRL-based passive equalizer (PEQ) optimization method for high bandwidth memory (HBM) >
Ref) Seonguk Choi, Teralab
(a) Decap Placement Problem (DPP) on Hierarchical PDN
(b) A Novel Device Transformer (DevFormer) Structure
< Imitation Learning and DevFormer-based Optimal Decoupling Capacitor Placement on Power Distribution Network >
Ref) Haeyeon Kim, Teralab
< High-Bandwidth Memory(HBM) Integrated in 2.5D Interposer Package >
< Improvements in HBM Technology Over Time >
Ref) Haeyeon Kim, Teralab
< Teralab HBM 2.5/3D Integration Research Roadmap >
Ref) Kyungjun Cho, Teralab
< Signal Integrity Design Considerations in High Bandwidth Memory (HBM) Interposer >
Ref) Kyungjun Cho, Teralab
< Power Integrity Design Considerations in High Bandwidth Memory (HBM) Interposer >
Ref) Kyungjun Cho, Teralab
< Thermal Transmission Line(TTL) and Fluidic Through Silicon Via(F-TSV) based Embedded Cooling Structure for Next-Generation HBM Module >
Ref) Keeyoung Son, Teralab
< Near-Memory Computing HBM (NMC-HBM) Architecture for Energy-Efficient and High Performance Computing >
Ref) Seongguk Kim, Teralab
< Proposed Novel 3D Heterogeneous Integration-based Near-Memory-Computing Architecture on HBM for Large-scale AI >
Ref) Jiwon Yoon, Teralab
< Twin Tower High Bandwidth Memory (HBM) with Near Memory Computing (NMC) Architecture for Large Memory Capacity and High Bandwidth System >
Ref) Taesoo Kim, Teralab
< L3 Cache Embedded GPU-High Bandwidth Memory
(L3E-GPU-HBM) Interposer Architecture for Large Language Model (LLM) >
Ref) Haeseok Suh, Teralab
< Level 3(L3) cache stacked GPU architecture with high bandwidth memory(HBM) for high performance in large language models(LLMs) >
Ref) Hyunah Park, Teralab
< 3D Stacked Neural Processing Unit-System on Chip (NPU-SoC) Architecture for Generative Artificial Intelligence >
Ref) Taesoo Kim, Teralab
< 3-Dimensional (3D) System on Chip - Neural Processing Unit (SoC - NPU) Architecture for High Performance Computing (HPC) for Generative Artificial Intelligence (GAI) >
Ref) Jungmin Ahn, Teralab
< Memory-Centric Computing Architecture with Memory Coherent Interface >
Ref) Jiwon Yoon, Teralab
< Large-scale Chiplet Package on RDL Interposer with Local Silicon Bridge >
Ref) Jihun Kim, Teralab
< Specification of FWSC, WSE-2 of Cerebras >
Ref) Hyunwoo Kim, Teralab
< Cross-section view of the proposed hierarchical PDN structure for FWSC package >
Ref) Hyunwoo Kim, Teralab
Please contact our lab representative Junghyun Lee
E-mail: junghyunlee@kaist.ac.kr