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AI & ML interests

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submitted 2 papers to Daily Papers 3 months ago

Reading and Steering Representations of Materials-Science Mechanisms in an Open-Weight Language Model

Paper • 2607.20058 • Published Jul 22 • 6

Graph-Native Reinforcement Learning Enables Traceable Scientific Hypothesis Generation through Conceptual Recombination

Paper • 2607.00924 • Published Jul 1 • 10

authored 2 papers 7 months ago

Sub-Nanometer Channels Embedded in Two-Dimensional Materials

Paper • 1707.09880 • Published Jul 31, 2017

Autonomous Agents Coordinating Distributed Discovery Through Emergent Artifact Exchange

Paper • 2603.14312 • Published Mar 15 • 7

submitted a paper to Daily Papers 7 months ago

Autonomous Agents Coordinating Distributed Discovery Through Emergent Artifact Exchange

Paper • 2603.14312 • Published Mar 15 • 7

authored a paper 7 months ago

BeamPERL: Parameter-Efficient RL with Verifiable Rewards Specializes Compact LLMs for Structured Beam Mechanics Reasoning

Paper • 2603.04124 • Published Mar 4 • 1

submitted a paper to Daily Papers 7 months ago

BeamPERL: Parameter-Efficient RL with Verifiable Rewards Specializes Compact LLMs for Structured Beam Mechanics Reasoning

Paper • 2603.04124 • Published Mar 4 • 1

authored 13 papers 8 months ago

Generative Pretrained Autoregressive Transformer Graph Neural Network applied to the Analysis and Discovery of Novel Proteins

Paper • 2305.04934 • Published May 7, 2023 • 1

Generative Discovery of Novel Chemical Designs using Diffusion Modeling and Transformer Deep Neural Networks with Application to Deep Eutectic Solvents

Paper • 2304.12400 • Published Apr 24, 2023 • 1

Modeling and design of heterogeneous hierarchical bioinspired spider web structures using generative deep learning and additive manufacturing

Paper • 2304.05137 • Published Apr 11, 2023 • 1

Generative modeling, design and analysis of spider silk protein sequences for enhanced mechanical properties

Paper • 2309.10170 • Published Sep 18, 2023 • 1

BioinspiredLLM: Conversational Large Language Model for the Mechanics of Biological and Bio-inspired Materials

Paper • 2309.08788 • Published Sep 15, 2023 • 1

Reoccurring patterns in hierarchical protein materials and music: The power of analogies

Paper • 1111.5297 • Published Nov 22, 2011 • 1

MechGPT, a language-based strategy for mechanics and materials modeling that connects knowledge across scales, disciplines and modalities

Paper • 2310.10445 • Published Oct 16, 2023 • 1

ForceGen: End-to-end de novo protein generation based on nonlinear mechanical unfolding responses using a protein language diffusion model

Paper • 2310.10605 • Published Oct 16, 2023 • 1

MechAgents: Large language model multi-agent collaborations can solve mechanics problems, generate new data, and integrate knowledge

Paper • 2311.08166 • Published Nov 14, 2023 • 2

MeLM, a generative pretrained language modeling framework that solves forward and inverse mechanics problems

Paper • 2306.17525 • Published Jun 30, 2023 • 1

DyFraNet: Forecasting and Backcasting Dynamic Fracture Mechanics in Space and Time Using a 2D-to-3D Deep Neural Network

Paper • 2211.08482 • Published Nov 15, 2022 • 1

Revealing diatom-inspired materials multifunctionality

Paper • 2501.01229 • Published Jan 2, 2025

Agentic End-to-End De Novo Protein Design for Tailored Dynamics Using a Language Diffusion Model

Paper • 2502.10173 • Published Feb 14, 2025 • 4