Leaderboards, eval harnesses and ablations — the contested business of deciding which model is actually better.
arXiv:2611.07349v1 Announce Type: cross Abstract: Parameter-efficient fine-tuning with LoRA is governed by rank, which controls parameter budget and locally accessible task updates. Existing dynamic-...
arXiv:2611.07496v1 Announce Type: cross Abstract: Attention is a core building block of frontier models and often dominates compute-bound prefill at long context. FP8 matrix instructions offer twice...
arXiv:2611.07718v1 Announce Type: cross Abstract: Multimodal self-supervised learning is challenged by heterogeneity, unequal informativeness, and complex information interactions across multimodal d...
arXiv:2611.07876v1 Announce Type: cross Abstract: Large language models increasingly judge code, yet without external feedback such judgments are unreliable, and verifying them by executing tests or...
arXiv:2611.08156v1 Announce Type: cross Abstract: World-action models adapt pretrained video generators, and vision-language-action models build on pretrained vision-language backbones; both tie poli...
arXiv:2611.08342v1 Announce Type: cross Abstract: Millimeter-wave radar resolves the micrometer displacements of a moving body as micro-Doppler, enabling gait, gesture, activity, pose and vital-sign...
arXiv:2611.08407v1 Announce Type: cross Abstract: Humanoid robots are typically trained as solitary agents, leaving them unable to coordinate physically with human partners who naturally anticipate a...
arXiv:2509.25592v2 Announce Type: replace Abstract: Black-box optimization (BBO) addresses problems where objectives are accessible only through costly queries without gradients or explicit structure...
arXiv:2511.08371v2 Announce Type: replace Abstract: While Deep Learning (DL) experts often have prior knowledge about which hyperparameter settings yield strong performance, only few Hyperparameter O...
arXiv:2606.21036v2 Announce Type: replace-cross Abstract: In many domains, practitioners seek models that produce accurate forecasts while faithfully capturing latent system dynamics. Existing approa...
arXiv:2609.27110v2 Announce Type: replace-cross Abstract: Image quality assessment predicts a mean opinion score (MOS), but for image aesthetics the mean hides the individual, so personalized assessm...
arXiv:2611.08231v1 Announce Type: new Abstract: Large language models (LLMs) are widely used for information access, content production, and agent-based task execution, but their outputs remain vulne...
arXiv:2603.13786v2 Announce Type: replace Abstract: Continuous prompt search offers a computationally efficient alternative to conventional parameter tuning in natural language processing tasks. Neve...
arXiv:2610.14431v2 Announce Type: replace-cross Abstract: Long-term memory enables LLM agents to learn from past interactions but exposes memory formation to adversarial influence. Existing studies p...
arXiv:2611.07081v1 Announce Type: new Abstract: Multi-perspective-camera systems are widely adopted since they provide broad visual coverage for autonomous driving, motivating the synthesis of a unif...
arXiv:2611.07176v1 Announce Type: new Abstract: Self-supervised learning has given rise to vision foundation models that learn general-purpose image representations transferable across downstream tas...
arXiv:2611.07301v1 Announce Type: new Abstract: Reinforcement learning has become an effective approach for improving video generation, but its success depends heavily on reliable reward models. Exis...
arXiv:2611.07354v1 Announce Type: new Abstract: High-quality material generation for physically based rendering (PBR) remains challenging because datasets and synthesis pipelines lack standardized re...
arXiv:2611.07662v1 Announce Type: new Abstract: Lifelong object maps must estimate whether an object remains at its previously observed location after it leaves view. Existing persistence filters rel...
arXiv:2611.07682v1 Announce Type: new Abstract: Detecting analog integrated circuit (IC) devices in layout images supports circuit analysis and inspection. With only a few annotated examples, variati...