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Analyzing ReLUfication Limitations: Enhancing LLM Sparsity via Up Projection
11+ hour, 33+ min ago (465+ words) Analyzing ReLUfication Limitations: Enhancing LLM Sparsity via Up Projection'HackerNoon Table of Links Abstract and 1. Introduction Abstract and 1. Introduction Related Work and Background 3.1 Limitations about Existing ReLUficatio Are Neurons in Expert still Sparsely Activated? 6.1 Downstream Tasks Performance 6.2 Sparsity of Sparsified Models…...
dReLU Activation Function: Matching SwiGLU Performance with 90% Sparsity
11+ hour, 39+ min ago (464+ words) dReLU Activation Function: Matching SwiGLU Performance with 90% Sparsity'HackerNoon Table of Links Abstract and 1. Introduction Abstract and 1. Introduction Related Work and Background 3.1 Limitations about Existing ReLUficatio Are Neurons in Expert still Sparsely Activated? 6.1 Downstream Tasks Performance 6.2 Sparsity of Sparsified Models Practical…...
Sparse Activation in MoE Models: Extending ReLUfication to Mixture-of-Experts
15+ hour, 14+ min ago (487+ words) Sparse Activation in MoE Models: Extending ReLUfication to Mixture-of-Experts'HackerNoon Table of Links Abstract and 1. Introduction Abstract and 1. Introduction Related Work and Background 3.1 Limitations about Existing ReLUficatio Are Neurons in Expert still Sparsely Activated? 6.1 Downstream Tasks Performance 6.2 Sparsity of Sparsified Models…...
Fast KV Compaction Makes Long Context LLMs Practical
1+ day, 14+ hour ago (1599+ words) This is a Plain English Papers summary of a research paper called Fast KV Compaction via Attention Matching. If you like these kinds of analysis, join AIModels.fyi or follow us on Twitter. The KV cache bottleneck and why it…...
I Rewrote a Python RAG Library in Rust
1+ day, 21+ hour ago (1117+ words) We are confident this text is AI-assisted. GPTZero is hiring engineers and expanding their team to build the verification layer for the internet. Join now This story contains new, firsthand information uncovered by the writer. This story contains AI-generated text....
Robots Learn to “See” With Language in Real Time Using 3D Gaussian Splatting
2+ day, 18+ hour ago (885+ words) Robots Learn to "See" With Language in Real Time Using 3D Gaussian Splatting'HackerNoon Table of Links Abstract Conclusion Abstract Abstract Introduction Introduction Related work Related work Problem statement Problem statement Methods Methods Experiments Experiments Limitations Limitations Conclusion Conclusion PROBLEM STATEMENT We…...
New System Combines SLAM and Language Models for Online 3D Scene Mapping
3+ day, 10+ hour ago (373+ words) New System Combines SLAM and Language Models for Online 3D Scene Mapping'HackerNoon Table of Links Abstract Conclusion Abstract Abstract Introduction Introduction Related work Related work Problem statement Problem statement Methods Methods Experiments Experiments Limitations Limitations Conclusion Conclusion RELATED WORK A. Mobile Robot…...
How to Bootstrap Agent Evals with Synthetic Queries
3+ day, 10+ hour ago (1671+ words) We are confident this text is entirely human. GPTZero is hiring engineers and expanding their team to build the verification layer for the internet. Join now Walkthroughs, tutorials, guides, and tips. This story will teach you how to do something…...
Alignment Is Not About Values. It’s About Error Detection
3+ day, 10+ hour ago (405+ words) Alignment Is Not About Values. It's About Error Detection'HackerNoon Alignment is not about values It is about whether a system can continue to detect its own errors after it becomes powerful All large decision systems depend on external signals When…...
Researchers Develop a Real-Time 3D Mapping System That Helps Robots Understand Natural Language
3+ day, 13+ hour ago (341+ words) Researchers Develop a Real-Time 3D Mapping System That Helps Robots Understand Natural Language'HackerNoon Thomas Kollar Ken Goldberg Authors: Justin Yu Thomas Kollar Ken Goldberg Justin Yu Kush Hari Kishore Srinivas Karim El-Refai Adam Rashid Chung Min Kim Justin Kerr Richard Cheng…...