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References from SJD++: Improved Speculative Jacobi Decoding for Training-Free Acceleration of Discrete Auto-Regressive Text-to-Image Generation. Local targets link to admitted publications; unresolved targets remain external evidence.
Sparks of artificial general intelligence: Early experiments with GPT-4
2023 · External reference
Scaling autoregressive models for content-rich text-to-image generation
2022 · External reference
VideoPoet: A large language model for zero-shot video generation
2024 · External reference
Loong: Generating minute-level long videos with autoregressive language models
2024 · External reference
CogView: Mastering text-to-image generation via transformers
2021 · External reference
Zero-shot text-to-image generation
2021 · External reference
Improving language understanding by generative pre-training
2018 · External reference
LLaMA: Open and efficient foundation language models
2023 · External reference
Chameleon: Mixed-modal early-fusion foundation models
2024 · External reference
Emu3.5: Native multimodal models are world learners
2025 · External reference
LongCat-Next: Lexicalizing modalities as discrete tokens
2026 · External reference
Consistency models
2023 · External reference
Latent consistency models: Synthesizing high-resolution images with few-step inference
2023 · External reference
10.1109/cvpr52733.2024.00632
10.1109/cvpr52733.2024.00632 · External reference
CLLMs: Consistency large language models
2024 · External reference
10.1137/1.9780898719468
10.1137/1.9780898719468 · 2000 · External reference
Accelerating feedforward computation via parallel nonlinear equation solving
2021 · External reference
Lumina-mGPT: Illuminate flexible photorealistic text-to-image generation with multimodal generative pretraining
10.1007/s11263-026-02795-2 · 2026 · External reference
Anole: An open, autoregressive, native large multimodal models for interleaved image-text generation
2024 · External reference
Autoregressive model beats diffusion: Llama for scalable image generation
2024 · External reference
Fast inference from transformers via speculative decoding
2023 · External reference
Accelerating large language model decoding with speculative sampling
2023 · External reference
Janus-Pro: Unified multimodal understanding and generation with data and model scaling
2025 · External reference
Simplear: Pushing the frontier of autoregressive visual generation through pretraining, SFT, and RL
2025 · External reference
Emu3: Next-token prediction is all you need
2024 · External reference
10.1007/978-3-319-10602-1_48
10.1007/978-3-319-10602-1_48 · External reference
10.52202/075280-2270
10.52202/075280-2270 · External reference
10.1109/tpami.2025.3531907
10.1109/tpami.2025.3531907 · External reference
Accelerating auto-regressive text-to-image generation with training-free speculative Jacobi decoding
2025 · External reference
Conditional image generation with PixelCNN decoders
2016 · External reference
PixelCNN++: Improving the PixelCNN with discretized logistic mixture likelihood and other modifications
2017 · External reference
PixelSNAIL: An improved autoregressive generative model
2018 · External reference
10.48550/arxiv.1706.03762
10.48550/arxiv.1706.03762 · External reference
10.1109/cvpr.2009.5206848
10.1109/cvpr.2009.5206848 · External reference
Mars: Mixture of auto-regressive models for fine-grained text-to-image synthesis
2024 · External reference
Dalle-2
2023 · External reference
10.1109/cvpr52688.2022.01042
10.1109/cvpr52688.2022.01042 · External reference
Scaling rectified flow transformers for high-resolution image synthesis
2024 · External reference
Progressive distillation for fast sampling of diffusion models
2022 · External reference
10.52202/079017-2668
10.52202/079017-2668 · External reference
Consistency trajectory models: Learning probability flow ode trajectory of diffusion
2024 · External reference
Accelerating image generation with sub-path linear approximation model
2024 · External reference
10.52202/079017-1505
10.52202/079017-1505 · External reference
10.52202/079017-0037
10.52202/079017-0037 · External reference
MixDQ: Memory-efficient few-step text-to-image diffusion models with metric-decoupled mixed precision quantization
2024 · External reference
10.1109/cvpr52733.2024.01492
10.1109/cvpr52733.2024.01492 · External reference
10.1109/cvpr52688.2022.01103
10.1109/cvpr52688.2022.01103 · External reference
10.52202/079017-2694
10.52202/079017-2694 · External reference
10.52202/079017-1797
10.52202/079017-1797 · External reference
A survey on efficient inference for large language models
2024 · External reference
10.18653/v1/2024.emnlp-main.1027
10.18653/v1/2024.emnlp-main.1027 · External reference
10.52202/079017-4443
10.52202/079017-4443 · External reference
10.52202/075280-2279
10.52202/075280-2279 · External reference
10.18653/v1/2024.findings-acl.195
10.18653/v1/2024.findings-acl.195 · External reference
DeepSeek-V2: A strong, economical, and efficient mixture-of-experts language model
2024 · External reference
PyramidKV: Dynamic KV cache compression based on pyramidal information funneling
2024 · External reference
MoA: Mixture of sparse attention for automatic large language model compression
2024 · External reference
Evaluating quantized large language models
2024 · External reference
Better & faster large language models via multi-token prediction
2024 · External reference
Eagle: Speculative sampling requires rethinking feature uncertainty
2024 · External reference
10.52202/075280-1314
10.52202/075280-1314 · External reference
10.18653/v1/2023.acl-long.689
10.18653/v1/2023.acl-long.689 · External reference
Break the sequential dependency of LLM inference using lookahead decoding
2024 · External reference
10.52202/079017-4116
10.52202/079017-4116 · External reference
10.18653/v1/2025.acl-long.338
10.18653/v1/2025.acl-long.338 · External reference
10.52202/075280-3443
10.52202/075280-3443 · External reference
Lantern: Accelerating visual autoregressive models with relaxed speculative decoding
2025 · External reference
Zipar: Accelerating autoregressive image generation through spatial locality
2025 · External reference
GANs trained by a two time-scale update rule converge to a local Nash equilibrium
2017 · External reference
Learning transferable visual models from natural language supervision
2021 · External reference
10.1109/iccv51070.2023.00200
10.1109/iccv51070.2023.00200 · External reference
Deep equilibrium models
2019 · External reference
10.1109/cvpr52688.2022.00070
10.1109/cvpr52688.2022.00070 · External reference
10.1109/iccv51070.2023.00579
10.1109/iccv51070.2023.00579 · External reference
