2026

Oddin: Latent Visual Reasoning in Unified Multimodal Models via Self-Distillation from Image Generation
Oddin: Latent Visual Reasoning in Unified Multimodal Models via Self-Distillation from Image Generation

Jaeyong Ko*, Hankyeol Kim*, Pilsung Kang (* equal contribution)

LVR @ WACV 2027 Workshop

A unified multimodal model framework that replaces computationally expensive intermediate image generation with compact latent tokens during interleaved text–visual reasoning.

FinLifeBench: Exhaustive Life-Event History and Financial-State Reconstruction from Longitudinal Banking Dialogue
FinLifeBench: Exhaustive Life-Event History and Financial-State Reconstruction from Longitudinal Banking Dialogue

Hangyeul Lee, Juyoung Oh, Jaeyong Ko, Sunmin Kim, Jaeik Park, Hyunkyu Kim, Jungmin Son, Pilsung Kang

ACM International Conference on AI in Finance (ICAIF 2026)

A benchmark for exhaustive life-event history extraction and financial-state reconstruction from longitudinal banking dialogues.

Cliff Tokens: Analyzing Failure Trigger Tokens in LLM Mathematical Reasoning
Cliff Tokens: Analyzing Failure Trigger Tokens in LLM Mathematical Reasoning

Jaeyong Ko, Jinu Lee, Pilsung Kang, Yukyung Lee

arXiv preprint arXiv:2606.25524 2026

Identifies single-token triggers that can sharply change the success or failure of LLM mathematical reasoning, supporting fine-grained analysis of reasoning reliability.