Junpei Komiyama

MBZUAI

Papers on Lattice

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Publication activitypapers/week, last 8 weeks

Research focus

Interpretability & Mechanistic Interp (1)Scientific Discovery & Drug Design (1)Scalable Oversight & Alignment Theory (1)Training Efficiency & Optimization (1)

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Sarvesh Gharat (1)Yuki Ichihara (1)Naoto Iwase (1)Mohammad Atif Quamar (1)

Papers (2)

Aug 18, 2026

1w ago

SGHA: Evidence-Grounded Research Problem Discovery with Local Language Models

SGHA reveals that a structured corpus and evidence-constrained reasoning can yield more reliable and auditable research problem formulations than traditional frontier models.

Sarvesh Gharat, Junpei Komiyama

Interpretability & Mechanistic Interp Scientific Discovery & Drug Design

Aug 10, 2026

2w ago·also SD. OPSD

Privileged Solutions or Context-Induced Teacher Behavior? Dissecting On-Policy Self-Distillation

OPSD gains stem more from the teacher's contextual influence than from privileged access to problem-specific solutions.

Yuki Ichihara, Naoto Iwase, Mohammad Atif Quamar +1

Scalable Oversight & Alignment Theory Training Efficiency & Optimization

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Junpei Komiyama

Publication activitypapers/week, last 8 weeks

Research focus

Frequent co-authors

Papers (2)