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hychiang 

authored a paper about 1 month ago

UniQL: Unified Quantization and Low-rank Compression for Adaptive Edge LLMs

Paper • 2512.03383 • Published Dec 3, 2025 • 4

Skhaki 

authored a paper 6 months ago

SparseLoRA: Accelerating LLM Fine-Tuning with Contextual Sparsity

Paper • 2506.16500 • Published Jun 19, 2025 • 16

yczhuang 

authored a paper 8 months ago

MLE-Dojo: Interactive Environments for Empowering LLM Agents in Machine Learning Engineering

Paper • 2505.07782 • Published May 12, 2025 • 19

pingzhili 

authored 3 papers 8 months ago

Model-GLUE: Democratized LLM Scaling for A Large Model Zoo in the Wild

Paper • 2410.05357 • Published Oct 7, 2024

Glider: Global and Local Instruction-Driven Expert Router

Paper • 2410.07172 • Published Oct 9, 2024

PortLLM: Personalizing Evolving Large Language Models with Training-Free and Portable Model Patches

Paper • 2410.10870 • Published Oct 8, 2024 • 1

hychiang 

authored 4 papers 9 months ago

Quamba2: A Robust and Scalable Post-training Quantization Framework for Selective State Space Models

Paper • 2503.22879 • Published Mar 28, 2025 • 9

Quamba: A Post-Training Quantization Recipe for Selective State Space Models

Paper • 2410.13229 • Published Oct 17, 2024 • 1

Efficient Low-rank Backpropagation for Vision Transformer Adaptation

Paper • 2309.15275 • Published Sep 26, 2023 • 1

MobileTL: On-device Transfer Learning with Inverted Residual Blocks

Paper • 2212.03246 • Published Dec 5, 2022 • 1

xssstory 

authored 2 papers 9 months ago

Is DPO Superior to PPO for LLM Alignment? A Comprehensive Study

Paper • 2404.10719 • Published Apr 16, 2024 • 6

On Designing Effective RL Reward at Training Time for LLM Reasoning

Paper • 2410.15115 • Published Oct 19, 2024

ZefanCai 

authored a paper 11 months ago

HeadInfer: Memory-Efficient LLM Inference by Head-wise Offloading

Paper • 2502.12574 • Published Feb 18, 2025 • 13

Genghan 

authored a paper 11 months ago

Mixture-of-Mamba: Enhancing Multi-Modal State-Space Models with Modality-Aware Sparsity

Paper • 2501.16295 • Published Jan 27, 2025 • 8

yentinglin 

authored a paper 12 months ago

Step-KTO: Optimizing Mathematical Reasoning through Stepwise Binary Feedback

Paper • 2501.10799 • Published Jan 18, 2025 • 15

ZefanCai 

authored 2 papers about 1 year ago

Omni-MATH: A Universal Olympiad Level Mathematic Benchmark For Large Language Models

Paper • 2410.07985 • Published Oct 10, 2024 • 32

A Spark of Vision-Language Intelligence: 2-Dimensional Autoregressive Transformer for Efficient Finegrained Image Generation

Paper • 2410.01912 • Published Oct 2, 2024 • 14

ZefanCai 

authored a paper over 1 year ago

Towards a Unified View of Preference Learning for Large Language Models: A Survey

Paper • 2409.02795 • Published Sep 4, 2024 • 72

Genghan 

authored 2 papers over 1 year ago

Learning to (Learn at Test Time): RNNs with Expressive Hidden States

Paper • 2407.04620 • Published Jul 5, 2024 • 33

MoA: Mixture of Sparse Attention for Automatic Large Language Model Compression

Paper • 2406.14909 • Published Jun 21, 2024 • 16