Text-to-LoRA: Instant Transformer Adaption
arXiv:2506.06105v2 Announce Type: replace-cross Abstract: While Foundation Models provide a general tool for rapid content creation, they regularly require task-specific…
A Path to Loving
arXiv:2506.05352v1 Announce Type: new Abstract: This work lays the foundations for a rigorous ontological characterization of love, addressing its philosophical…
Exploring Diffusion Transformer Designs via Grafting
arXiv:2506.05340v2 Announce Type: replace-cross Abstract: Designing model architectures requires decisions such as selecting operators (e.g., attention, convolution) and configurations (e.g.,…
When to Trust Context: Self-Reflective Debates for Context Reliability
arXiv:2506.06020v1 Announce Type: cross Abstract: Large language models frequently encounter conflicts between their parametric knowledge and contextual input, often resulting…
Optimization-Free Universal Watermark Forgery with Regenerative Diffusion Models
arXiv:2506.06018v1 Announce Type: cross Abstract: Watermarking becomes one of the pivotal solutions to trace and verify the origin of synthetic…
ECoRAG: Evidentiality-guided Compression for Long Context RAG
arXiv:2506.05167v2 Announce Type: replace-cross Abstract: Large Language Models (LLMs) have shown remarkable performance in Open-Domain Question Answering (ODQA) by leveraging…
Sample Complexity and Representation Ability of Test-time Scaling Paradigms
arXiv:2506.05295v1 Announce Type: cross Abstract: Test-time scaling paradigms have significantly advanced the capabilities of large language models (LLMs) on complex…

