Furuta, Hiroki

24 publications

ICML 2025 Beyond Induction Heads: In-Context Meta Learning Induces Multi-Phase Circuit Emergence Gouki Minegishi, Hiroki Furuta, Shohei Taniguchi, Yusuke Iwasawa, Yutaka Matsuo

ICLRW 2025 In-Context Meta Learning Induces Multi-Phase Circuit Emergence Gouki Minegishi, Hiroki Furuta, Shohei Taniguchi, Yusuke Iwasawa, Yutaka Matsuo

NeurIPS 2025 Inference-Time Text-to-Video Alignment with Diffusion Latent Beam Search Yuta Oshima, Masahiro Suzuki, Yutaka Matsuo, Hiroki Furuta

ICML 2025 Plan-and-Act: Improving Planning of Agents for Long-Horizon Tasks Lutfi Eren Erdogan, Nicholas Lee, Sehoon Kim, Suhong Moon, Hiroki Furuta, Gopala Anumanchipalli, Kurt Keutzer, Amir Gholami

ICLR 2025 Rethinking Evaluation of Sparse Autoencoders Through the Representation of Polysemous Words Gouki Minegishi, Hiroki Furuta, Yusuke Iwasawa, Yutaka Matsuo

NeurIPS 2025 Topology of Reasoning: Understanding Large Reasoning Models Through Reasoning Graph Properties Gouki Minegishi, Hiroki Furuta, Takeshi Kojima, Yusuke Iwasawa, Yutaka Matsuo

ICML 2024 A Human-Inspired Reading Agent with Gist Memory of Very Long Contexts Kuang-Huei Lee, Xinyun Chen, Hiroki Furuta, John Canny, Ian Fischer

ICLRW 2024 A Human-Inspired Reading Agent with Gist Memory of Very Long Contexts Kuang-Huei Lee, Xinyun Chen, Hiroki Furuta, John Canny, Ian Fischer

ICLR 2024 A Real-World WebAgent with Planning, Long Context Understanding, and Program Synthesis Izzeddin Gur, Hiroki Furuta, Austin V Huang, Mustafa Safdari, Yutaka Matsuo, Douglas Eck, Aleksandra Faust

TMLR 2024 Exposing Limitations of Language Model Agents in Sequential-Task Compositions on the Web Hiroki Furuta, Yutaka Matsuo, Aleksandra Faust, Izzeddin Gur

ICLRW 2024 Exposing Limitations of Language Model Agents in Sequential-Task Compositions on the Web Hiroki Furuta, Yutaka Matsuo, Aleksandra Faust, Izzeddin Gur

NeurIPS 2024 Geometric-Averaged Preference Optimization for Soft Preference Labels Hiroki Furuta, Kuang-Huei Lee, Shixiang Shane Gu, Yutaka Matsuo, Aleksandra Faust, Heiga Zen, Izzeddin Gur

ICLR 2024 Multimodal Web Navigation with Instruction-Finetuned Foundation Models Hiroki Furuta, Kuang-Huei Lee, Ofir Nachum, Yutaka Matsuo, Aleksandra Faust, Shixiang Shane Gu, Izzeddin Gur

TMLR 2024 Towards Empirical Interpretation of Internal Circuits and Properties in Grokked Transformers on Modular Polynomials Hiroki Furuta, Gouki Minegishi, Yusuke Iwasawa, Yutaka Matsuo

ICLR 2023 A System for Morphology-Task Generalization via Unified Representation and Behavior Distillation Hiroki Furuta, Yusuke Iwasawa, Yutaka Matsuo, Shixiang Shane Gu

ICLRW 2023 Instruction-Finetuned Foundation Models for Multimodal Web Navigation Hiroki Furuta, Ofir Nachum, Kuang-Huei Lee, Yutaka Matsuo, Shixiang Shane Gu, Izzeddin Gur

NeurIPSW 2023 Language Model Agents Suffer from Compositional Generalization in Web Automation Hiroki Furuta, Yutaka Matsuo, Aleksandra Faust, Izzeddin Gur

NeurIPSW 2022 Control Graph as Unified IO for Morphology-Task Generalization Hiroki Furuta, Yusuke Iwasawa, Yutaka Matsuo, Shixiang Shane Gu

NeurIPSW 2022 Control Graph as Unified IO for Morphology-Task Generalization Hiroki Furuta, Yusuke Iwasawa, Yutaka Matsuo, Shixiang Shane Gu

ICLR 2022 Generalized Decision Transformer for Offline Hindsight Information Matching Hiroki Furuta, Yutaka Matsuo, Shixiang Shane Gu

NeurIPS 2021 Co-Adaptation of Algorithmic and Implementational Innovations in Inference-Based Deep Reinforcement Learning Hiroki Furuta, Tadashi Kozuno, Tatsuya Matsushima, Yutaka Matsuo, Shixiang Gu

ICLR 2021 Deployment-Efficient Reinforcement Learning via Model-Based Offline Optimization Tatsuya Matsushima, Hiroki Furuta, Yutaka Matsuo, Ofir Nachum, Shixiang Gu

NeurIPSW 2021 Generalized Decision Transformer for Offline Hindsight Information Matching Hiroki Furuta, Yutaka Matsuo, Shixiang Shane Gu

ICML 2021 Policy Information Capacity: Information-Theoretic Measure for Task Complexity in Deep Reinforcement Learning Hiroki Furuta, Tatsuya Matsushima, Tadashi Kozuno, Yutaka Matsuo, Sergey Levine, Ofir Nachum, Shixiang Shane Gu