Human-AI Collaborative Autonomous Experimentation With Proxy Modeling for Comparative Observation
Fuente:
arXiv
Saved in:
| Main Authors: | Biswas, Arpan, Funakubo, Hiroshi, Liu, Yongtao |
|---|---|
| Format: | Preprint |
| Published: |
2026
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Beyond Optimization: Exploring Novelty Discovery in Autonomous Experiments
by: Bulanadi, Ralph, et al.
Published: (2025)
by: Bulanadi, Ralph, et al.
Published: (2025)
SANE: Strategic Autonomous Non-Smooth Exploration for Multiple Optima Discovery in Multi-modal and Non-differentiable Black-box Functions
by: Biswas, Arpan, et al.
Published: (2024)
by: Biswas, Arpan, et al.
Published: (2024)
Beyond Scalar Objectives: Expert-Feedback-Driven Autonomous Experimentation for Scientific Discovery at the Nanoscale
by: Bulanadi, Ralph, et al.
Published: (2026)
by: Bulanadi, Ralph, et al.
Published: (2026)
Unraveling the Impact of Initial Choices and In-Loop Interventions on Learning Dynamics in Autonomous Scanning Probe Microscopy
by: Slautin, Boris N., et al.
Published: (2024)
by: Slautin, Boris N., et al.
Published: (2024)
Invariant Discovery of Features Across Multiple Length Scales: Applications in Microscopy and Autonomous Materials Characterization
by: Raghavan, Aditya, et al.
Published: (2024)
by: Raghavan, Aditya, et al.
Published: (2024)
Bayesian Co-navigation: Dynamic Designing of the Materials Digital Twins via Active Learning
by: Slautin, Boris N., et al.
Published: (2024)
by: Slautin, Boris N., et al.
Published: (2024)
Curiosity Driven Exploration to Optimize Structure-Property Learning in Microscopy
by: Vatsavai, Aditya, et al.
Published: (2025)
by: Vatsavai, Aditya, et al.
Published: (2025)
Role of Large Language Models and Retrieval-Augmented Generation for Accelerating Crystalline Material Discovery: A Systematic Review
by: Oche, Agada Joseph, et al.
Published: (2025)
by: Oche, Agada Joseph, et al.
Published: (2025)
Imitation from Observations with Trajectory-Level Generative Embeddings
by: Qu, Yongtao, et al.
Published: (2026)
by: Qu, Yongtao, et al.
Published: (2026)
Exploring Domain Wall Pinning in Ferroelectrics via Automated High Throughput AFM
by: Barakati, Kamyar, et al.
Published: (2025)
by: Barakati, Kamyar, et al.
Published: (2025)
Comparing Two Proxy Methods for Causal Identification
by: Guo, Helen, et al.
Published: (2025)
by: Guo, Helen, et al.
Published: (2025)
Choosing a Proxy Metric from Past Experiments
by: Tripuraneni, Nilesh, et al.
Published: (2023)
by: Tripuraneni, Nilesh, et al.
Published: (2023)
Rethinking Algorithmic Fairness for Human-AI Collaboration
by: Ge, Haosen, et al.
Published: (2023)
by: Ge, Haosen, et al.
Published: (2023)
Quality-Controlled Active Learning via Gaussian Processes for Robust Structure-Property Learning in Autonomous Microscopy
by: Chowdhury, Jawad, et al.
Published: (2026)
by: Chowdhury, Jawad, et al.
Published: (2026)
Proxy Compression for Language Modeling
by: Zheng, Lin, et al.
Published: (2026)
by: Zheng, Lin, et al.
Published: (2026)
Scientific Exploration with Expert Knowledge (SEEK) in Autonomous Scanning Probe Microscopy with Active Learning
by: Pratiush, Utkarsh, et al.
Published: (2024)
by: Pratiush, Utkarsh, et al.
Published: (2024)
CoLLM-NAS: Collaborative Large Language Models for Efficient Knowledge-Guided Neural Architecture Search
by: Li, Zhe, et al.
Published: (2025)
by: Li, Zhe, et al.
Published: (2025)
Trustworthy Human-AI Collaboration: Reinforcement Learning with Human Feedback and Physics Knowledge for Safe Autonomous Driving
by: Huang, Zilin, et al.
Published: (2024)
by: Huang, Zilin, et al.
Published: (2024)
Demystifying the Physics of Deep Reinforcement Learning-Based Autonomous Vehicle Decision-Making
by: Wan, Hanxi, et al.
Published: (2024)
by: Wan, Hanxi, et al.
Published: (2024)
Fast Proxy Experiment Design for Causal Effect Identification
by: Elahi, Sepehr, et al.
Published: (2024)
by: Elahi, Sepehr, et al.
Published: (2024)
Humanizing the Machine: Proxy Attacks to Mislead LLM Detectors
by: Wang, Tianchun, et al.
Published: (2024)
by: Wang, Tianchun, et al.
Published: (2024)
Multi-Round Human-AI Collaboration with User-Specified Requirements
by: Noorani, Sima, et al.
Published: (2026)
by: Noorani, Sima, et al.
Published: (2026)
HR-Bandit: Human-AI Collaborated Linear Recourse Bandit
by: Cao, Junyu, et al.
Published: (2024)
by: Cao, Junyu, et al.
Published: (2024)
Proxy-Guided Measurement Calibration
by: Vishnubhatla, Saketh, et al.
Published: (2026)
by: Vishnubhatla, Saketh, et al.
Published: (2026)
PAPM: A Physics-aware Proxy Model for Process Systems
by: Liu, Pengwei, et al.
Published: (2024)
by: Liu, Pengwei, et al.
Published: (2024)
Bi-directional Model Cascading with Proxy Confidence
by: Warren, David, et al.
Published: (2025)
by: Warren, David, et al.
Published: (2025)
Bayesian Collaborative Bandits with Thompson Sampling for Improved Outreach in Maternal Health Program
by: Dasgupta, Arpan, et al.
Published: (2024)
by: Dasgupta, Arpan, et al.
Published: (2024)
Moving Out: Physically-grounded Human-AI Collaboration
by: Kang, Xuhui, et al.
Published: (2025)
by: Kang, Xuhui, et al.
Published: (2025)
OptPDE: Discovering Novel Integrable Systems via AI-Human Collaboration
by: Kantamneni, Subhash, et al.
Published: (2024)
by: Kantamneni, Subhash, et al.
Published: (2024)
A Systematic Review of Key Retrieval-Augmented Generation (RAG) Systems: Progress, Gaps, and Future Directions
by: Oche, Agada Joseph, et al.
Published: (2025)
by: Oche, Agada Joseph, et al.
Published: (2025)
ProxyKV: Cross-Model Proxy Pruning for Efficient Long-Context LLM Inference
by: Li, Junjie, et al.
Published: (2026)
by: Li, Junjie, et al.
Published: (2026)
Observationally Informed Adaptive Causal Experimental Design
by: Gao, Erdun, et al.
Published: (2026)
by: Gao, Erdun, et al.
Published: (2026)
Causal Representation Learning Made Identifiable by Grouping of Observational Variables
by: Morioka, Hiroshi, et al.
Published: (2023)
by: Morioka, Hiroshi, et al.
Published: (2023)
PATHFINDER: Multi-objective discovery in structural and spectral spaces
by: Barakati, Kamyar, et al.
Published: (2026)
by: Barakati, Kamyar, et al.
Published: (2026)
Human-AI Collaborative Uncertainty Quantification
by: Noorani, Sima, et al.
Published: (2025)
by: Noorani, Sima, et al.
Published: (2025)
Human Delegation Behavior in Human-AI Collaboration: The Effect of Contextual Information
by: Spitzer, Philipp, et al.
Published: (2024)
by: Spitzer, Philipp, et al.
Published: (2024)
Proxy-RLHF: Decoupling Generation and Alignment in Large Language Model with Proxy
by: Zhu, Yu, et al.
Published: (2024)
by: Zhu, Yu, et al.
Published: (2024)
Towards accelerating physical discovery via non-interactive and interactive multi-fidelity Bayesian Optimization: Current challenges and future opportunities
by: Biswas, Arpan, et al.
Published: (2024)
by: Biswas, Arpan, et al.
Published: (2024)
Robust Optimization for Mitigating Reward Hacking with Correlated Proxies
by: Liu, Zixuan, et al.
Published: (2026)
by: Liu, Zixuan, et al.
Published: (2026)
Comparing Human and AI Rater Effects Using the Many-Facet Rasch Model
by: Jiao, Hong, et al.
Published: (2025)
by: Jiao, Hong, et al.
Published: (2025)
Similar Items
-
Beyond Optimization: Exploring Novelty Discovery in Autonomous Experiments
by: Bulanadi, Ralph, et al.
Published: (2025) -
SANE: Strategic Autonomous Non-Smooth Exploration for Multiple Optima Discovery in Multi-modal and Non-differentiable Black-box Functions
by: Biswas, Arpan, et al.
Published: (2024) -
Beyond Scalar Objectives: Expert-Feedback-Driven Autonomous Experimentation for Scientific Discovery at the Nanoscale
by: Bulanadi, Ralph, et al.
Published: (2026) -
Unraveling the Impact of Initial Choices and In-Loop Interventions on Learning Dynamics in Autonomous Scanning Probe Microscopy
by: Slautin, Boris N., et al.
Published: (2024) -
Invariant Discovery of Features Across Multiple Length Scales: Applications in Microscopy and Autonomous Materials Characterization
by: Raghavan, Aditya, et al.
Published: (2024)