23.6k citations
- Centre National de la Recherche ScientifiqueFR150 papers
- University of California, BerkeleyUS112 papers
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1,438 papers
FBLayout: Optimizing Memory Layout for Efficient LLM Finetuning on Mobile GPUs
Kahou Tam, Wei Niu, Yu Bao +3
Transformer-based models have enabled unprecedented capabilities across language, vision, and multimodal tasks. On-device fine-tuning of transformer models offers a privacy-preserv…
AutoRestTest at the SBFT 2026 Tool Competition
Tyler Stennett, Myeongsoo Kim, Saurabh Sinha +1
Large input spaces and complex inter-operation dependencies make black-box REST API testing challenging. AutoRestTest combines a Semantic Property Dependency Graph, multi-agent rei…
An Interaction Language Model: Mechanism Discovery from Statistical Patterns of Physical Interactions
Triparna Ganguly, Hanqi Jiang, Xinliang Li +5
Interactions among building blocks in physical, chemical, and biological systems follow structured patterns interpretable as a learnable language: just as language models learn whi…
An Agnostic Machine Learning Model of Photosynthetic Habitability
Callum Gray, Cassandra Hall, Stefano Santabarbara +5
The search for exoplanet biosignatures is guided by whether planetary environments can sustain photosynthesis. As such, the Photosynthetic Habitable Zone (PHZ) was recently propose…
SpheriCity: Designing Trustworthy Conversational AI for Sustainability Decision Support
Ahmed Qayyum, Madison Werner, Kathryn Youngblood +2
We present SpheriCity, an expert-grounded conversational prototype designed to support trustworthy knowledge sensemaking from sustainability reports. City-level circularity assessm…
Sakura: An Approach for Generating Complex Tests from Natural Language Test Descriptions
Tyler Stennett, Rangeet Pan, Bridget McGinn +2
Research on automating software testing has spanned several decades. Most existing approaches generate unit tests for individual methods, validate isolated API endpoints, or target…