⚡ Modern Compression - matmat · Scour

LLM-Codec: Neural Audio Codec Meets Language Model Objectives 🎧Learned Audio

D-QRELO: Training- and Data-Free Delta Compression for Large Language Models via Quantization and Residual Low-Rank Approximation 📊Quantization

Copy-as-Decode: Grammar-Constrained Parallel Prefill for LLM Editing 🚀SIMD Text Processing

DASB -- Discrete Audio and Speech Benchmark 👁️Perceptual Coding

Preserving Clusters in Error-Bounded Lossy Compression of Particle Data 🧠Machine Learning

Cross-Family Speculative Decoding for Polish Language Models on Apple~Silicon: An Empirical Evaluation of Bielik~11B with UAG-Extended MLX-LM 💻Local LLMs

Structured 3D-SVD: A Practical Framework for the Compression and Reconstruction of Biological Volumetric Images 📐Vector Dimensionality

AAC: Admissible-by-Architecture Differentiable Landmark Compression for ALT ⧗Information Bottleneck

Stream2LLM: Overlap Context Streaming and Prefill for Reduced TTFT ⚡LZ4 Streaming

Depth Registers Unlock W4A4 on SwiGLU: A Reader/Generator Decomposition 📼Cassette Combinators

NIM4-ASR: Towards Efficient, Robust, and Customizable Real-Time LLM-Based ASR 🎙️Whisper

Speculative Decoding for Autoregressive Video Generation 🧠Neural Codecs

Feedback-Driven Rate Control for Learned Video Compression 🧠Neural Compression

On the Robustness of LLM-Based Dense Retrievers: A Systematic Analysis of Generalizability and Stability 🔍Information Retrieval

From Image to Music Language: A Two-Stage Structure Decoding Approach for Complex Polyphonic OMR 🎧Learned Audio

EvoComp: Learning Visual Token Compression for Multimodal Large Language Models via Semantic-Guided Evolutionary Labeling 🗜️LZW Variants

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