Archive
新模型、開放權重、多模態、語音、影像與模型架構。
代理工具
SPADE trains the environment designer using the return gap between runs with and without hints, allowing the curriculum to become harder automatically as the agent improves. Qwen3-30B-A3B gained as much as 13.9 points on tool-use benchmarks, though environment validators may still accept underspecified or unsolvable tasks.
代理工具
Using 26 tools and roughly 340 to 400 decision points, FM-Bench tests whether agents can handle delayed rewards, hidden information, and competitors’ reactions. All 15 models completed the 20-year campaign, but rankings stabilized only in the later stages, while self-managed memory exhibited two failure modes: endless accumulation or repeated overwriting.
最新模型
New research avoids backpropagating through the full multimodal model, instead modifying the input image so that the vision encoder’s representation diverges from the original image or approaches a specified target. Untargeted attack success rates exceeded 93% across four open VLMs, but the evaluation relies on a single LLM judge and does not test black-box transferability.
最新模型
Researchers repeatedly update hidden states through the same set of Transformer layers before generating each token, comparing recurrent and conventional models using identical data and LoRA configurations. Gains are concentrated in parallel calls and cross-call dependencies, while API-Bank, which primarily involves single API calls, shows no consistent advantage.
AI 安全
A new study links continuous vectors exchanged between agents—but omitted from conversation logs—to their subsequent public actions as a single event, then applies three layers of checks: anomaly detection, counterfactual impact analysis, and sparse-feature inspection. The average AUROC of 0.993 combines text-based and latent-collusion samples, and the attacks were predesigned by the researchers, so the result cannot yet be considered a general capability for detecting emergent conspiracies.
Cartesia 推出支援逾40種語言的 Sonic-3.6，並在 Artificial Analysis 的供應商語音及受控語音榜取得首位。產品頁宣稱首段音訊延遲低於90毫秒，但公開資料尚不足以分離模型計算、網路及播放緩衝成本。
代理工具
FACET binds instructions, containers, reference solutions, and verifiers to the same execution state, synthesizing 6,078 verified tasks from more than 71,000 agent skills. Fine-tuned on just 1,200 successful trajectories, Qwen3.5-9B improved its Terminal-Bench 2.1 score from 27.34 to 35.58.
代理工具
The study finds that although agents can independently train, debug, and evaluate models, they lock in their training strategy before the first parameter update. Adding experiment logs, a skill library, and an evaluation agent improves downstream scores but still does not prompt systems to change approaches when the evidence turns against them.
代理工具
Researchers applied control-flow rewrites, identifier renaming, and dead-code insertion to the same repair tasks, reducing solve rates by as much as 6.7 percentage points. Model robustness changed across mini-SWE agent, OpenCode, and datasets, meaning a single model leaderboard cannot predict deployment performance.
代理工具
Rather than letting full workflows obscure errors, ComponentBench individually tests UI components such as sliders, date pickers, data tables, and drag-and-drop controls. On the same tasks and framework, GPT-5 mini achieved success rates of 83.1% using an accessibility tree and 48.9% using pixel-only coordinate-based interaction.
推論系統
A preregistered study attempted to train expert locality directly into an MoE router, but found a clear trade-off between cache performance and model quality. Combining training-based and training-free rerouting reduced misses further, yet still did not demonstrate a proportional end-to-end speedup.
代理工具
SkillGate finds that when long-horizon agents are trained with outcome rewards, the small number of tokens used to select a skill receive almost no effective credit. The new method separates two gradient channels within the same GRPO update and outperforms the outcome-reward baseline across five agent benchmarks.