💻 Local LLMs

Model Quantization, Inference Optimization, GGUF Format, Privacy-preserving AI

Machine Learning Fundamentals: accuracy with python
dev.to·1d·
Discuss: DEV
👁️Observatory Systems
Mu language model and how it enabled the agent in Windows Settings
blogs.windows.com·2d·
Discuss: Hacker News
🎙️Whisper
Probe before You Talk: Towards Black-box Defense against Backdoor Unalignment for Large Language Models
arxiv.org·2d
🔒Language-based security
SLR: An Automated Synthesis Framework for Scalable Logical Reasoning
arxiv.org·2d
📏Linear Logic
EQuARX: Efficient Quantized AllReduce in XLA for Distributed Machine Learning Acceleration
arxiv.org·1d
🚀SIMD Parsing
Unlocking the Power of LLMs in CAP: Understanding llms.txt and LLMs-full.txt
community.sap.com·1d·
Discuss: Hacker News
🗣️Domain-Specific Languages
How I Built a Self-Correcting Prompt Generator with Multi-Stage LLM Calls"
dev.to·14h·
Discuss: DEV
🤖Lisp Machines
LLMs, Data Dysphoria, and the Global Regulatory Response
hackernoon.com·2d
✅Formal Methods
Aligning Frozen LLMs by Reinforcement Learning: An Iterative Reweight-then-Optimize Approach
arxiv.org·1d
🔨Compilers
Less Data Less Tokens: Multilingual Unification Learning for Efficient Test-Time Reasoning in LLMs
arxiv.org·1d
🧠Machine Learning
RecLLM-R1: A Two-Stage Training Paradigm with Reinforcement Learning and Chain-of-Thought v1
arxiv.org·23h
⚡Incremental Computation
Surgery-R1: Advancing Surgical-VQLA with Reasoning Multimodal Large Language Model via Reinforcement Learning
arxiv.org·23h
🧠Machine Learning
Inference Economics of Language Models
epoch.ai·4d·
Discuss: Hacker News
📊Quantization
Reinforcement Learning from Human Feedback, Explained Simply
towardsdatascience.com·2d
🔗Constraint Handling
LOGICPO: Efficient Translation of NL-based Logical Problems to FOL using LLMs and Preference Optimization
arxiv.org·1d
🔗Monadic Parsing
Leveraging Large Language Models for Information Verification -- an Engineering Approach
arxiv.org·1d
📋Document Grammar
NestQuant: Post-Training Integer-Nesting Quantization for On-Device DNN
arxiv.org·1d
📊Quantization
Efficient and Stealthy Jailbreak Attacks via Adversarial Prompt Distillation from LLMs to SLMs
arxiv.org·1d
📝ABNF Parsing
Overtuning in Hyperparameter Optimization
arxiv.org·23h
🧠Machine Learning
Kernel Limit of Recurrent Neural Networks Trained on Ergodic Data Sequences
arxiv.org·1d
🧠Neural Codecs