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Collections including paper arxiv:2502.18890

Speculative Decoding

FR-Spec: Accelerating Large-Vocabulary Language Models via Frequency-Ranked Speculative Sampling

Paper • 2502.14856 • Published Feb 20, 2025 • 8
From Hours to Minutes: Lossless Acceleration of Ultra Long Sequence Generation up to 100K Tokens

Paper • 2502.18890 • Published Feb 26, 2025 • 30
DuoDecoding: Hardware-aware Heterogeneous Speculative Decoding with Dynamic Multi-Sequence Drafting

Paper • 2503.00784 • Published Mar 2, 2025 • 13
Scaling Speculative Decoding with Lookahead Reasoning

Paper • 2506.19830 • Published Jun 24, 2025 • 13

interesting papers

Scaling up Test-Time Compute with Latent Reasoning: A Recurrent Depth Approach

Paper • 2502.05171 • Published Feb 7, 2025 • 152
Agency Is Frame-Dependent

Paper • 2502.04403 • Published Feb 6, 2025 • 23
Distillation Scaling Laws

Paper • 2502.08606 • Published Feb 12, 2025 • 47
LLM Pretraining with Continuous Concepts

Paper • 2502.08524 • Published Feb 12, 2025 • 30

Region-Aware Text-to-Image Generation via Hard Binding and Soft Refinement

Paper • 2411.06558 • Published Nov 10, 2024 • 36
SlimLM: An Efficient Small Language Model for On-Device Document Assistance

Paper • 2411.09944 • Published Nov 15, 2024 • 12
Look Every Frame All at Once: Video-Ma^2mba for Efficient Long-form Video Understanding with Multi-Axis Gradient Checkpointing

Paper • 2411.19460 • Published Nov 29, 2024 • 11
MAmmoTH-VL: Eliciting Multimodal Reasoning with Instruction Tuning at Scale

Paper • 2412.05237 • Published Dec 6, 2024 • 46

EVA-CLIP-18B: Scaling CLIP to 18 Billion Parameters

Paper • 2402.04252 • Published Feb 6, 2024 • 29
Vision Superalignment: Weak-to-Strong Generalization for Vision Foundation Models

Paper • 2402.03749 • Published Feb 6, 2024 • 15
ScreenAI: A Vision-Language Model for UI and Infographics Understanding

Paper • 2402.04615 • Published Feb 7, 2024 • 44
EfficientViT-SAM: Accelerated Segment Anything Model Without Performance Loss

Paper • 2402.05008 • Published Feb 7, 2024 • 23

InfiniteHiP: Extending Language Model Context Up to 3 Million Tokens on a Single GPU

Paper • 2502.08910 • Published Feb 13, 2025 • 148
From Hours to Minutes: Lossless Acceleration of Ultra Long Sequence Generation up to 100K Tokens

Paper • 2502.18890 • Published Feb 26, 2025 • 30
MPO: Boosting LLM Agents with Meta Plan Optimization

Paper • 2503.02682 • Published Mar 4, 2025 • 29
SWE-rebench: An Automated Pipeline for Task Collection and Decontaminated Evaluation of Software Engineering Agents

Paper • 2505.20411 • Published May 26, 2025 • 93

SPaR: Self-Play with Tree-Search Refinement to Improve Instruction-Following in Large Language Models

Paper • 2412.11605 • Published Dec 16, 2024 • 18
Byte Latent Transformer: Patches Scale Better Than Tokens

Paper • 2412.09871 • Published Dec 13, 2024 • 108
Fourier Position Embedding: Enhancing Attention's Periodic Extension for Length Generalization

Paper • 2412.17739 • Published Dec 23, 2024 • 41
SKETCH: Structured Knowledge Enhanced Text Comprehension for Holistic Retrieval

Paper • 2412.15443 • Published Dec 19, 2024 • 10

Differential Transformer

Paper • 2410.05258 • Published Oct 7, 2024 • 180
PaliGemma 2: A Family of Versatile VLMs for Transfer

Paper • 2412.03555 • Published Dec 4, 2024 • 133
VisionZip: Longer is Better but Not Necessary in Vision Language Models

Paper • 2412.04467 • Published Dec 5, 2024 • 117
o1-Coder: an o1 Replication for Coding

Paper • 2412.00154 • Published Nov 29, 2024 • 44

Speculative Decoding

FR-Spec: Accelerating Large-Vocabulary Language Models via Frequency-Ranked Speculative Sampling

Paper • 2502.14856 • Published Feb 20, 2025 • 8
From Hours to Minutes: Lossless Acceleration of Ultra Long Sequence Generation up to 100K Tokens

Paper • 2502.18890 • Published Feb 26, 2025 • 30
DuoDecoding: Hardware-aware Heterogeneous Speculative Decoding with Dynamic Multi-Sequence Drafting

Paper • 2503.00784 • Published Mar 2, 2025 • 13
Scaling Speculative Decoding with Lookahead Reasoning

Paper • 2506.19830 • Published Jun 24, 2025 • 13

InfiniteHiP: Extending Language Model Context Up to 3 Million Tokens on a Single GPU

Paper • 2502.08910 • Published Feb 13, 2025 • 148
From Hours to Minutes: Lossless Acceleration of Ultra Long Sequence Generation up to 100K Tokens

Paper • 2502.18890 • Published Feb 26, 2025 • 30
MPO: Boosting LLM Agents with Meta Plan Optimization

Paper • 2503.02682 • Published Mar 4, 2025 • 29
SWE-rebench: An Automated Pipeline for Task Collection and Decontaminated Evaluation of Software Engineering Agents

Paper • 2505.20411 • Published May 26, 2025 • 93

interesting papers

Scaling up Test-Time Compute with Latent Reasoning: A Recurrent Depth Approach

Paper • 2502.05171 • Published Feb 7, 2025 • 152
Agency Is Frame-Dependent

Paper • 2502.04403 • Published Feb 6, 2025 • 23
Distillation Scaling Laws

Paper • 2502.08606 • Published Feb 12, 2025 • 47
LLM Pretraining with Continuous Concepts

Paper • 2502.08524 • Published Feb 12, 2025 • 30

SPaR: Self-Play with Tree-Search Refinement to Improve Instruction-Following in Large Language Models

Paper • 2412.11605 • Published Dec 16, 2024 • 18
Byte Latent Transformer: Patches Scale Better Than Tokens

Paper • 2412.09871 • Published Dec 13, 2024 • 108
Fourier Position Embedding: Enhancing Attention's Periodic Extension for Length Generalization

Paper • 2412.17739 • Published Dec 23, 2024 • 41
SKETCH: Structured Knowledge Enhanced Text Comprehension for Holistic Retrieval

Paper • 2412.15443 • Published Dec 19, 2024 • 10

Region-Aware Text-to-Image Generation via Hard Binding and Soft Refinement

Paper • 2411.06558 • Published Nov 10, 2024 • 36
SlimLM: An Efficient Small Language Model for On-Device Document Assistance

Paper • 2411.09944 • Published Nov 15, 2024 • 12
Look Every Frame All at Once: Video-Ma^2mba for Efficient Long-form Video Understanding with Multi-Axis Gradient Checkpointing

Paper • 2411.19460 • Published Nov 29, 2024 • 11
MAmmoTH-VL: Eliciting Multimodal Reasoning with Instruction Tuning at Scale

Paper • 2412.05237 • Published Dec 6, 2024 • 46

Differential Transformer

Paper • 2410.05258 • Published Oct 7, 2024 • 180
PaliGemma 2: A Family of Versatile VLMs for Transfer

Paper • 2412.03555 • Published Dec 4, 2024 • 133
VisionZip: Longer is Better but Not Necessary in Vision Language Models

Paper • 2412.04467 • Published Dec 5, 2024 • 117
o1-Coder: an o1 Replication for Coding

Paper • 2412.00154 • Published Nov 29, 2024 • 44

EVA-CLIP-18B: Scaling CLIP to 18 Billion Parameters

Paper • 2402.04252 • Published Feb 6, 2024 • 29
Vision Superalignment: Weak-to-Strong Generalization for Vision Foundation Models

Paper • 2402.03749 • Published Feb 6, 2024 • 15
ScreenAI: A Vision-Language Model for UI and Infographics Understanding

Paper • 2402.04615 • Published Feb 7, 2024 • 44
EfficientViT-SAM: Accelerated Segment Anything Model Without Performance Loss

Paper • 2402.05008 • Published Feb 7, 2024 • 23

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