2 papers
cs.LG2026
Final Checkpoints Are Not Enough: Analyzing Latent Reasoning Faithfulness Along Training Trajectories
Hengyu Jin, Shu Yang, Di Wang
Latent reasoning performs multi-step inference in continuous hidden states, promising more compact and efficient reasoning. However, these opaque states raise a question of faithfu…
cs.CV2026
CODE: Cross-Modal Calibration and Dynamic Suppression for Open World Object Detection
Hao Xu, Zhaoning Shi, Hehe Jin +1
Open World Object Detection (OWOD) built on multimodal foundation models often suffers from semantic ambiguity caused by unidirectional text-to-vision matching, while rigid outlier…