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Sparse VideoGen2: Accelerate High-Quality Video Generation by 2x—Without Retraining Models

Sparse VideoGen2: Accelerate High-Quality Video Generation by 2x—Without Retraining Models 597

Generating high-fidelity videos with diffusion models has long been bottlenecked by computational inefficiency. Even on powerful GPUs, producing just a…

01/13/2026Diffusion Models, Inference Acceleration, Video Generation
LLaMA-MoE: High-Performance Mixture-of-Experts LLM with Only 3.5B Active Parameters

LLaMA-MoE: High-Performance Mixture-of-Experts LLM with Only 3.5B Active Parameters 994

If you’re a developer, researcher, or technical decision-maker working with large language models (LLMs), you’ve likely faced a tough trade-off:…

01/13/2026Efficient Inference, Language Modeling, Text Generation
MedLSAM: Slash Annotation Effort in 3D CT Segmentation with Fully Automatic Localization and SAM Integration

MedLSAM: Slash Annotation Effort in 3D CT Segmentation with Fully Automatic Localization and SAM Integration 505

Medical image segmentation—especially in 3D CT scans—is a cornerstone of clinical decision support, surgical planning, and radiological research. Yet, despite…

01/13/20263D Medical Image Segmentation, Few-shot Localization, Foundation Model Adaptation
HaluEval: Detect and Benchmark LLM Hallucinations Across QA, Dialogue, and Summarization

HaluEval: Detect and Benchmark LLM Hallucinations Across QA, Dialogue, and Summarization 536

Large language models (LLMs) like ChatGPT are transforming how we interact with AI—but they often “make things up.” These fabricated,…

01/13/2026Hallucination Detection, Knowledge-grounded Dialogue, Question Answering
pyvene: Intervene on Any PyTorch Model’s Internal States—No Code Rewriting Required

pyvene: Intervene on Any PyTorch Model’s Internal States—No Code Rewriting Required 819

Imagine being able to precisely edit, steer, or probe a trained PyTorch model—without touching its source code or retraining it…

01/13/2026Interpretability, Model Editing, Robustness Evaluation
IoA: Enable Heterogeneous AI Agents to Collaborate Like the Internet — Solve Complex Tasks Beyond Single-Agent Limits

IoA: Enable Heterogeneous AI Agents to Collaborate Like the Internet — Solve Complex Tasks Beyond Single-Agent Limits 770

Imagine a world where AI agents—each with unique skills like web browsing, code execution, or data analysis—can autonomously find one…

01/13/2026Embodied AI, Multi-agent Collaboration, Retrieval-Augmented Generation
SVFR: Restore Blurry, Damaged, or Black-and-White Face Videos in One Unified Workflow

SVFR: Restore Blurry, Damaged, or Black-and-White Face Videos in One Unified Workflow 835

Video face restoration is a critical yet challenging task in real-world applications—whether you’re enhancing surveillance footage, digitizing decades-old home videos,…

01/13/2026Multi-task Video Enhancement, Temporal Face Inpainting, Video Face Restoration
HarmBench: A Standardized Framework to Evaluate LLM Safety Against Malicious Prompts

HarmBench: A Standardized Framework to Evaluate LLM Safety Against Malicious Prompts 752

Large language models (LLMs) are increasingly deployed in high-stakes applications—from customer support chatbots to enterprise decision aids—but they remain vulnerable…

01/13/2026Automated Red Teaming, LLM Safety Evaluation, Robust Refusal Testing
FSD V2: High-Performance, Fully Sparse 3D Object Detection for Autonomous Systems

FSD V2: High-Performance, Fully Sparse 3D Object Detection for Autonomous Systems 868

For engineers and technical decision-makers building perception stacks in autonomous driving, robotics, or 3D scene understanding, accurately detecting objects from…

01/13/20263D Object Detection, LiDAR Perception, Sparse Neural Networks
LServe: Accelerate Long-Context LLM Inference with Unified Sparse Attention—No Accuracy Trade-Off

LServe: Accelerate Long-Context LLM Inference with Unified Sparse Attention—No Accuracy Trade-Off 790

Deploying large language models (LLMs) to handle long documents, extensive chat histories, or detailed technical manuals remains a major bottleneck…

01/13/2026Efficient LLM Inference, Long-context Language Modeling, Sparse Attention

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