Model optimizations in LLMs

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STAR-KV: Low-Rank KV Cache Compression via Soft Thresholding for Adaptive Rank Control

 🔧Systems-level optimizations for LLM serving  Content type: Academic
arxiv.org·

Beyond Output Matching: Preserving Internal Geometry in NVFP4 LLM Distillatio

 🔢Quantization of LLMs  Content type: Academic
arxiv.org·

LLMCodec: Adapting Video Codecs for Efficient Weight Compression of Large Language Models

 🧠Large Language Models (LLMs)  Content type: Academic
arxiv.org·

BenDi: An Energy-Efficient Quasi-Stochastic Systolic Architecture for Edge Bioelectronics

 📊AI Performance Profiling  Content type: Academic
arxiv.org·

FAIR-Calib: Frontier-Aware Instability-Reweighted Calibration for Post-Training Quantization of Diffusion Large Language Models

 🧠Large Language Models (LLMs)  Content type: Academic
arxiv.org·

SNN-MLIR: An MLIR Dialect for Compiling Neuromorphic SNNs from NIR to Bare-Metal C

 📊AI Performance Profiling  Content type: Academic
arxiv.org·

Semantic Grading of Written Answers in Low-Resource Language Bangla Using a Fine-Tuned Lightweight Language Model

 🔢Quantization of LLMs  Content type: Academic
arxiv.org·

ColBERTSaR: Sparsified ColBERT Index via Product Quantization

 🔍Retrieval-augmented generation  Content type: Academic
arxiv.org·

SpectrumKV: Per-Token Mixed-Precision KV Cache Transfer for Prefill-Decode Disaggregated LLM Serving

 🧠Large Language Models (LLMs)  Content type: Academic
arxiv.org·

MOTOR: Learning ID-free Item Representation with Token Crossing for Embedding-based Multimodal Recommendation

 🧠Large Language Models (LLMs)  Content type: Academic
arxiv.org·

Automated IEP Generation from Traditional Chinese Parent-Teacher Interviews via Corpus-Grounded Feature Diffusion

 🧠Large Language Models (LLMs)  Content type: Academic
arxiv.org·

Beyond Generative Decoding: Discriminative Hidden-State Readout from a Native Omni-Modal LLM for Multimodal Sentiment Analysis

 🔢Quantization of LLMs  Content type: Academic
arxiv.org·

Benchmarking Neural Speech Compression from a Rate-Distortion Perspective

 🧠Large Language Models (LLMs)  Content type: Academic
arxiv.org·

EditSSC: Toward Editable Semantic Occupancy Scenes with Unconditional Diffusion Models

 🔍Retrieval-augmented generation  Content type: Academic
arxiv.org·

Large-scale empirical tuning and comparison of default optimizers for variational inference

 🧠Large Language Models (LLMs)  Content type: Academic
arxiv.org·

RedditPersona: A Modular Framework for Community-Conditioned LLM Adaptation from Reddit

 🔢Quantization of LLMs  Content type: Academic
arxiv.org·

Next-Token Prediction Learns Generalisable Representations of Sleep Physiology

 🧠Large Language Models (LLMs)  Content type: Academic
arxiv.org·

EgoPressDiff: Multimodal Video Diffusion for Egocentric UV-Domain Hand-Pressure Estimation

 Real-time AI Systems  Content type: Academic
arxiv.org·

BioVid: Autoregressive Video Generation with Biological Behavior Semantic Comprehension

 🧠Large Language Models (LLMs)  Content type: Academic
arxiv.org·

Learned Subspace Compression for Communication-Efficient Pipeline Parallelism

 🌐Distributed LLM Systems  Content type: Academic
arxiv.org·

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