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Papers
An Interpretable N-gram Perplexity Threat Model for Large Language Model Jailbreaks
ICML 2025
Cache Me If You Must: Adaptive Key-Value Quantization for Large Language Models
ICML 2025
DeepCrossAttention: Supercharging Transformer Residual Connections
ICML 2025
Deliberation in Latent Space via Differentiable Cache Augmentation
ICML 2025
Determining Layer-wise Sparsity for Large Language Models Through a Theoretical Perspective
ICML 2025
DLP: Dynamic Layerwise Pruning in Large Language Models
ICML 2025
GANQ: GPU-Adaptive Non-Uniform Quantization for Large Language Models
ICML 2025
Learning to (Learn at Test Time): RNNs with Expressive Hidden States
ICML 2025
LongRoPE2: Near-Lossless LLM Context Window Scaling
ICML 2025
SKIM: Any-bit Quantization Pushing The Limits of Post-Training Quantization
ICML 2025
SliM-LLM: Salience-Driven Mixed-Precision Quantization for Large Language Models
ICML 2025
Sparse Spectral Training and Inference on Euclidean and Hyperbolic Neural Networks
ICML 2025
STBLLM: Breaking the 1-Bit Barrier with Structured Binary LLMs
ICLR 2025
SWAN: SGD with Normalization and Whitening Enables Stateless LLM Training
ICML 2025
Synthetic Text Generation for Training Large Language Models via Gradient Matching
ICML 2025
Targeted Low-rank Refinement: Enhancing Sparse Language Models with Precision
ICML 2025
Adaptive Text Watermark for Large Language Models
ICML 2024
BiLLM: Pushing the Limit of Post-Training Quantization for LLMs
ICML 2024
Copyright Traps for Large Language Models
ICML 2024
Discrete Diffusion Modeling by Estimating the Ratios of the Data Distribution
ICML 2024
DOGE: Domain Reweighting with Generalization Estimation
ICML 2024
Gated Linear Attention Transformers with Hardware-Efficient Training
ICML 2024
In-Context Language Learning: Architectures and Algorithms
ICML 2024
LASER: Linear Compression in Wireless Distributed Optimization
ICML 2024
Outlier Weighed Layerwise Sparsity (OWL): A Missing Secret Sauce for Pruning LLMs to High Sparsity
ICML 2024