3 papers
cs.LG2026
Cross-Agent Learning Signals Enable Coordinated Role-Decomposed LLM Training
Jaewan Park, Solbee Cho, Jay-Yoon Lee
Agentic search systems must coordinate evidence acquisition and response generation, yet existing approaches either couple both roles under a single agent objective or decompose th…
cs.AI2026
Shallow Prefill, Deep Decoding: Efficient Long-Context Inference via Layer-Asymmetric KV Visibility
Jungsuk Oh, Hyeseo Jeon, Hyunjune Ji +2
Long-context inference in decoder-only language models is costly because long prompts are processed during Prefill, cached at every layer, and repeatedly attended to during autoreg…
cs.CL2024
Towards Efficient Visual-Language Alignment of the Q-Former for Visual Reasoning Tasks
Sungkyung Kim, Adam Lee, Junyoung Park +3
Recent advancements in large language models have demonstrated enhanced capabilities in visual reasoning tasks by employing additional encoders for aligning different modalities. W…