Hiroki Furuta

Orcid: 0009-0002-7209-810X

According to our database1, Hiroki Furuta authored at least 26 papers between 2021 and 2025.

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Bibliography

2025
Topology of Reasoning: Understanding Large Reasoning Models through Reasoning Graph Properties.
CoRR, June, 2025

Beyond Induction Heads: In-Context Meta Learning Induces Multi-Phase Circuit Emergence.
CoRR, May, 2025

Plan-and-Act: Improving Planning of Agents for Long-Horizon Tasks.
CoRR, March, 2025

Inference-Time Text-to-Video Alignment with Diffusion Latent Beam Search.
CoRR, January, 2025

Rethinking Evaluation of Sparse Autoencoders through the Representation of Polysemous Words.
Proceedings of the Thirteenth International Conference on Learning Representations, 2025

2024
Towards Empirical Interpretation of Internal Circuits and Properties in Grokked Transformers on Modular Polynomials.
Trans. Mach. Learn. Res., 2024

Exposing Limitations of Language Model Agents in Sequential-Task Compositions on the Web.
Trans. Mach. Learn. Res., 2024

Improving Dynamic Object Interactions in Text-to-Video Generation with AI Feedback.
CoRR, 2024

Interpreting Grokked Transformers in Complex Modular Arithmetic.
CoRR, 2024

Geometric-Averaged Preference Optimization for Soft Preference Labels.
Proceedings of the Advances in Neural Information Processing Systems 38: Annual Conference on Neural Information Processing Systems 2024, 2024

Open X-Embodiment: Robotic Learning Datasets and RT-X Models : Open X-Embodiment Collaboration.
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Proceedings of the IEEE International Conference on Robotics and Automation, 2024

A Human-Inspired Reading Agent with Gist Memory of Very Long Contexts.
Proceedings of the Forty-first International Conference on Machine Learning, 2024

A Real-World WebAgent with Planning, Long Context Understanding, and Program Synthesis.
Proceedings of the Twelfth International Conference on Learning Representations, 2024

Multimodal Web Navigation with Instruction-Finetuned Foundation Models.
Proceedings of the Twelfth International Conference on Learning Representations, 2024

2023
Collective Intelligence for 2D Push Manipulations With Mobile Robots.
IEEE Robotics Autom. Lett., May, 2023

Language Model Agents Suffer from Compositional Generalization in Web Automation.
CoRR, 2023

Open X-Embodiment: Robotic Learning Datasets and RT-X Models.
CoRR, 2023

Multimodal Web Navigation with Instruction-Finetuned Foundation Models.
CoRR, 2023

A System for Morphology-Task Generalization via Unified Representation and Behavior Distillation.
Proceedings of the Eleventh International Conference on Learning Representations, 2023

2022
Quantitative evaluation of color difference between actual specimens and whole-slide imaging-scanned images calibrated with commercial color charts.
Proceedings of the Medical Imaging 2022: Digital and Computational Pathology, 2022

Generalized Decision Transformer for Offline Hindsight Information Matching.
Proceedings of the Tenth International Conference on Learning Representations, 2022

2021
Braxlines: Fast and Interactive Toolkit for RL-driven Behavior Engineering beyond Reward Maximization.
CoRR, 2021

Identifying Co-Adaptation of Algorithmic and Implementational Innovations in Deep Reinforcement Learning: A Taxonomy and Case Study of Inference-based Algorithms.
CoRR, 2021

Co-Adaptation of Algorithmic and Implementational Innovations in Inference-based Deep Reinforcement Learning.
Proceedings of the Advances in Neural Information Processing Systems 34: Annual Conference on Neural Information Processing Systems 2021, 2021

Policy Information Capacity: Information-Theoretic Measure for Task Complexity in Deep Reinforcement Learning.
Proceedings of the 38th International Conference on Machine Learning, 2021

Deployment-Efficient Reinforcement Learning via Model-Based Offline Optimization.
Proceedings of the 9th International Conference on Learning Representations, 2021


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