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cs.LG2026
Activation Sparsity with Weight Approximation for Faster LLM Decoding on Offloaded Weights
JuneHyung Kim, Sankeerth Durvasula, Nandita Vijaykumar
Deploying LLMs on consumer-grade GPUs with insufficient memory to hold their weights can result in prohibitively slow inference, because decoding repeatedly transfers offloaded wei…
cs.GR2026
XPR: An Extensible Cross-Platform Point-Based Differentiable Renderer
Steve Rhyner, Sankeerth Durvasula, Aleksandr Kovalev +7
Point-based differentiable rendering underpins modern 3D reconstruction, novel-view synthesis, and learning-based graphics pipelines, but developing new rendering methods often req…