We study absolute metric UAV localization within a provided geo-referenced satellite region, recovering continuous map position and viewing heading from a single oblique image or a short multi-view clip. Existing cross-view geo-localization methods retrieve the most similar satellite tile from a gallery and report Reca...
Jia-Rui Zeng, Kun Shi, Chi-Man Vong et al.· 0 citations
Automated research systems support literature synthesis, ideation, experiments, writing, and peer review, but their evaluation is dispersed across tasks, benchmarks, and studies that are difficult to compare directly. We review this literature from the perspective of evaluation design and evidence, covering six targets...
Liu-Lei Zhang, De-Jing Zhou, Chu-Yue Huang et al.· 0 citations
"An agent that writes its conclusions into a store it later retrieves from closes a loop usually reported as one-way contamination. Taking the loop to the infinite-tenure limit against an append-only store gives a different picture: because writing never deletes, the reachable state space has a hard upper edge at (n-1)...
Wen-Hui Chen, Jian-Lin Chen, Zi-Yao Lin et al.· 0 citations
CLAIM, a production pipeline for K-12 assessment-item generation coupling a two-stage generate-then-attack protocol, shows the asymmetry recurring when the evaluator itself is distilled, and analyzes this as open-set boundary determination, a task autoregressive decoders are structurally ill-equipped to solve.
Wen-Hui Chen, Zi-Yao Lin, Jian-Lin Chen et al.· 0 citations
Training-free collaborative pipelines that integrate Vision Foundation Models such as CLIP, SAM, and DINO achieve strong open-vocabulary dense prediction and are increasingly deployed in safety-critical applications. The security of these systems is commonly assumed to follow from the robustness of their individual mod...
Fei-Fei Liu, Jintao Cheng, Chi-Man Vong et al.· 0 citations
Trajectory prediction of surrounding agents is a prerequisite for safe planning and decision making in autonomous driving. Without high-definition (HD) maps, sensor-derived bird's-eye-view (BEV) features provide no explicit lane topology or drivable-area priors, making it inherently difficult to ground each agent in it...
Fei-Fei Liu, Zejun Wei, Haozhe Wang et al.· 0 citations
Adverse weather image restoration aims to recover clear visibility from degraded images in complex weather conditions. Existing works attempt to address this problem by modeling relationships between pixels, however, this paradigm defies the spatially non-uniformity fact of degradations and learns non-discriminative fe...
Dayu Li, Shihao Zhou, Leizhi Shu et al.· 0 citations
MGCRL is a novel SSL framework specifically designed for EEG-based emotion recognition that integrates generative and contrastive learning to achieve both fine-grained and global discriminative representations for cross-dataset generalization.
A two-sided audit is built whose negative side is a formal fact: a pseudoknot-free oracle provably cannot represent a crossing base pair, so the prior verifier's range is bounded exactly, offline, before any run.
Wen-Hui Chen, Jian-Lin Chen, Zi-Yao Lin et al.· 0 citations
Recent detection-free approaches have shown significant efficacy in image-to-point cloud (I2P) registration by employing a coarse-to-fine matching pipeline. In the coarse stage, down-sampled image features and voxelized point cloud features are typically fused to establish initial coarse correspondences for subsequent...
Xin Liu, Rong Qin, Huipeng Lin et al.· 0 citations
The results show that high judge agreement can coexist with weak sensitivity to changes in the construct being evaluated, motivating joint reporting of invariance and sensitivity and auditing the validation set itself.
Jian-Lin Chen, Wen-Hui Chen, Zi-Yao Lin et al.· 4 citations
This work measures the capability that role assumes and finds it lacking under the protocol the role is usually deployed with, one-shot greedy authoring with no test-time reasoning.
Wen-Hui Chen, Jian-Lin Chen, Zi-Yao Lin et al.· 1 citation
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