Tracked topic
Trivy is an open source vulnerability scanner for container images, files, and code that detects known security issues in software dependencies.
…naturally filled by Vision-Language Models (VLMs), but where to place the VLM is non-trivial: upfront plans commit before any frame is generated and post-hoc critiques over whole videos intervene…
…Without any training, architectural modification, or test-time optimization, this interface reveals a non-trivial zero-shot capability of a frozen video generation model to follow camera trajectories. Moreover, lightweight offline LoRA…
…when users access multiple models (today's reality), watermarks trivially fail. Watermarks perturb output distributions away from the original, and in competitive markets, these perturbations are typically independent across providers. We theoretically…
…Some tasks are algorithmically hard to reason through but trivial as code: a dynamic program or graph traversal, compiled once, yields unboundedly many calibrated instances. Others are intrinsically hard to solve but…
…0.791 (surface-form self-consistency) Across Llama-3.1-8B, Mistral-7B-v0.3, and Qwen2.5-7B on PopQA and TriviaQA (n=1000 each) Ensembling ϕ_first with semantic agreement…
…We explore the design space of such a system and make some non-trivial observations: we see that edge-sized Executors can indeed benefit from assistance from the cloud, resulting in performance…
…Besides, quantization remains completely unsolved (0/30 successes) despite non-trivial compilation rates, revealing systematic misunderstanding of numerical computation contracts rather than surface-level syntax errors. These findings suggest that future progress…
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