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Collections including paper arxiv:2404.08856

Papers - Infererence - Performance

Visual Autoregressive Modeling: Scalable Image Generation via Next-Scale Prediction

Paper • 2404.02905 • Published Apr 3 • 63
On Speculative Decoding for Multimodal Large Language Models

Paper • 2404.08856 • Published Apr 13 • 13
Hydragen: High-Throughput LLM Inference with Shared Prefixes

Paper • 2402.05099 • Published Feb 7 • 18

Papers - Image - Clip

Demystifying CLIP Data

Paper • 2309.16671 • Published Sep 28, 2023 • 19
Model Stock: All we need is just a few fine-tuned models

Paper • 2403.19522 • Published Mar 28 • 10
Bigger is not Always Better: Scaling Properties of Latent Diffusion Models

Paper • 2404.01367 • Published Apr 1 • 19
On the Scalability of Diffusion-based Text-to-Image Generation

Paper • 2404.02883 • Published Apr 3 • 17

Papers - Speculative Decoding

Accelerating LLM Inference with Staged Speculative Decoding

Paper • 2308.04623 • Published Aug 8, 2023 • 23
An Emulator for Fine-Tuning Large Language Models using Small Language Models

Paper • 2310.12962 • Published Oct 19, 2023 • 14
The Curious Case of Neural Text Degeneration

Paper • 1904.09751 • Published Apr 22, 2019 • 3
On Speculative Decoding for Multimodal Large Language Models

Paper • 2404.08856 • Published Apr 13 • 13

llm/speculative-decoding

Speculative Streaming: Fast LLM Inference without Auxiliary Models

Paper • 2402.11131 • Published Feb 16 • 41
Ouroboros: Speculative Decoding with Large Model Enhanced Drafting

Paper • 2402.13720 • Published Feb 21 • 5
Recurrent Drafter for Fast Speculative Decoding in Large Language Models

Paper • 2403.09919 • Published Mar 14 • 20
On Speculative Decoding for Multimodal Large Language Models

Paper • 2404.08856 • Published Apr 13 • 13

AutoMix: Automatically Mixing Language Models

Paper • 2310.12963 • Published Oct 19, 2023 • 14
Large Language Model Cascades with Mixture of Thoughts Representations for Cost-efficient Reasoning

Paper • 2310.03094 • Published Oct 4, 2023 • 12
MatFormer: Nested Transformer for Elastic Inference

Paper • 2310.07707 • Published Oct 11, 2023 • 1
DistillSpec: Improving Speculative Decoding via Knowledge Distillation

Paper • 2310.08461 • Published Oct 12, 2023 • 1

Woodpecker: Hallucination Correction for Multimodal Large Language Models

Paper • 2310.16045 • Published Oct 24, 2023 • 14
HallusionBench: You See What You Think? Or You Think What You See? An Image-Context Reasoning Benchmark Challenging for GPT-4V(ision), LLaVA-1.5, and Other Multi-modality Models

Paper • 2310.14566 • Published Oct 23, 2023 • 25
SILC: Improving Vision Language Pretraining with Self-Distillation

Paper • 2310.13355 • Published Oct 20, 2023 • 6
Conditional Diffusion Distillation

Paper • 2310.01407 • Published Oct 2, 2023 • 20

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