Talks from SPCL@ETH members and SPCL_Bcast episodes!

Exploring GPU-to-GPU Communication: Insights into Supercomputer Interconnects
25:54
Exploring GPU-to-GPU Communication: Insights into Supercomputer Interconnects
[SPCL_Bcast] Measurement and Analysis of Application Performance on Exascale GPU-accelerated Systems
1:13:37
[SPCL_Bcast] Measurement and Analysis of Application Performance on Exascale GPU-accelerated Systems
[SPCL_Bcast] Data Selection - Data Challenges when Training Generative Models
59:46
[SPCL_Bcast] Data Selection - Data Challenges when Training Generative Models
All models are wrong, some are useful: Model Selection with Limited Labels
24:45
All models are wrong, some are useful: Model Selection with Limited Labels
High Performance Unstructured SpMM Computation Using Tensor Cores
31:07
High Performance Unstructured SpMM Computation Using Tensor Cores
[SPCL_Bcast] Merging and MoErging for compositional generalization
56:24
[SPCL_Bcast] Merging and MoErging for compositional generalization
Iterating Pointers: Enabling Static Analysis for Loop-based Pointers
19:55
Iterating Pointers: Enabling Static Analysis for Loop-based Pointers
[SPCL_Bcast #54] Broadcast, Reduction and beyond with Block Schedules and Circulant Graphs
1:02:42
[SPCL_Bcast #54] Broadcast, Reduction and beyond with Block Schedules and Circulant Graphs
[SPCL_Bcast #53] The evolution of accelerator-centric GPU services - past, present, future
1:01:23
[SPCL_Bcast #53] The evolution of accelerator-centric GPU services - past, present, future
[SPCL_Bcast #52] Deep learning can beat numerical weather prediction! What's next?
1:09:38
[SPCL_Bcast #52] Deep learning can beat numerical weather prediction! What's next?
From Large Language Models to Reasoning Language Models - Three Eras in The Age of Computation.
1:01:24
From Large Language Models to Reasoning Language Models - Three Eras in The Age of Computation.
[SPCL_Bcast #51] Neural Network Quantization with Brevitas
1:07:23
[SPCL_Bcast #51] Neural Network Quantization with Brevitas
How to Leverage Dataflow To Find and Squash Program Optimization Bugs
31:19
How to Leverage Dataflow To Find and Squash Program Optimization Bugs
[SPCL_Bcast #48] Improving Cloud Security with Hardware Memory Capabilities
1:00:33
[SPCL_Bcast #48] Improving Cloud Security with Hardware Memory Capabilities
[SPCL_Bcast #49] Programming Groq LPUs without IEEE Floating Point
59:28
[SPCL_Bcast #49] Programming Groq LPUs without IEEE Floating Point
[SPCL_Bcast #50] Hardware-aware Algorithms for Language Modeling
1:05:15
[SPCL_Bcast #50] Hardware-aware Algorithms for Language Modeling
How to find Relevant Items using Approximate Nearest Neighbor Search
22:08
How to find Relevant Items using Approximate Nearest Neighbor Search
Exascale Cloud Computing – A Foggy Tale of Networks, AI, Containers, and Ultra Ethernet
32:45
Exascale Cloud Computing – A Foggy Tale of Networks, AI, Containers, and Ultra Ethernet
Swing: Short-cutting Rings for Higher Bandwidth Allreduce
25:52
Swing: Short-cutting Rings for Higher Bandwidth Allreduce
Neural Graph Databases
14:33
Neural Graph Databases
HOT - Higher-Order Dynamic Graph Representation Learning with Efficient Transformers
20:16
HOT - Higher-Order Dynamic Graph Representation Learning with Efficient Transformers
LRSCwait: Enabling Scalable and Efficient Synchronization in Manycore Systems
14:02
LRSCwait: Enabling Scalable and Efficient Synchronization in Manycore Systems
Compressing Multidimensional Weather and Climate Data Into Neural Networks
15:50
Compressing Multidimensional Weather and Climate Data Into Neural Networks
VENOM: A Vectorized N:M Format for Unleashing the Power of Sparse Tensor Cores
25:05
VENOM: A Vectorized N:M Format for Unleashing the Power of Sparse Tensor Cores
Motif Prediction with Graph Neural Networks
22:41
Motif Prediction with Graph Neural Networks
Demystifying Chains, Trees, and Graphs of Thoughts
6:18
Demystifying Chains, Trees, and Graphs of Thoughts
[SPCL_Bcast #47] The digital revolution of Earth system modelling
1:12:22
[SPCL_Bcast #47] The digital revolution of Earth system modelling
[SPCL_Bcast #46] Capturing Computation with Algorithmic Alignment
1:01:01
[SPCL_Bcast #46] Capturing Computation with Algorithmic Alignment
Co-design Hardware and Algorithm for Vector Search
24:58
Co-design Hardware and Algorithm for Vector Search
Demystifying Graph Databases
7:10
Demystifying Graph Databases