…effectively suppress prediction variance at a fractional computational cost. Empirical results demonstrate that Fast-dDrive redefines the speed-accuracy frontier for driving agents. On the WOD-E2E test set, Fast-dDrive achieves…
…14 Submitted by Park on Jun 16 NAVER AI Lab Authors: , , , , , Abstract Retrieval-augmented vision-language-action policies eliminate per-task fine-tuning costs by using pre-trained models with indexed demonstrations…
…A Large-Scale and High-Quality Benchmark for Generative AI Model and Data Card Generation (2026) Beyond Rating: A Comprehensive Evaluation and Benchmark for AI Reviews (2026) NoveltyAgent: Autonomous Novelty Reporting Agent…
…AI-generated summary This paper proposes a novel approach to address the challenge that pretrained VLA models often fail to effectively improve performance and reduce adaptation costs during standard supervised finetuning (SFT…
…AI-generated summary Fashion AI systems routinely encode the aesthetic logic of specific houses, editors, and historical moments without disclosing it. We present FASH-iCNN, a multimodal system trained on 87,547…
…follower components. AI-generated summary Instruction following is a fundamental capability of large language models (LLMs), yet continuously improving this capability remains challenging. Existing methods typically rely either on costly external supervision…
…AI-generated summary While Test-Time Scaling (TTS) offers a promising direction to enhance video generation without the surging costs of training, current test-time video generation methods based on diffusion models…
…AI-generated summary Video editing has evolved toward In-Context Learning (ICL) paradigms, yet the resulting quadratic attention costs create a critical computational bottleneck. In this work, we propose In-context Sparse…
…AI-generated summary Long-video understanding in VLMs is bottlenecked by a single monolithic forward pass over thousands of frames at quadratic attention cost . A common mitigation is to first select a…
…Strong open reasoning models combined with next-gen creative tools—like Experience the future of AI image editing —open up some very compelling hybrid workflows for agents, content pipelines, and local-first…