From the 6 of 119 papers with an AI index.
47 citations
- Lawrence Berkeley National LaboratoryUS27 papers
- Columbia UniversityUS26 papers
- University of California SystemUS26 papers
- Stony Brook UniversityUS24 papers
- University of ChicagoUS24 papers
- SLAC National Accelerator LaboratoryUS23 papers
- Stockholm UniversitySE23 papers
- The Ohio State UniversityUS23 papers
- University of OxfordGB23 papers
- Yale UniversityUS23 papers
- Argonne National LaboratoryUS22 papers
- Michigan State UniversityUS22 papers
5 papers · 1 filter
Deep Neural Networks as Discrete Dynamical Systems: Implications for Physics-Informed Learning
Abhisek Ganguly, Santosh Ansumali, Sauro Succi
We revisit the analogy between feed-forward deep neural networks (DNNs) and discrete dynamical systems derived from neural integral equations and their corresponding partial differ…
DynamiQ: Accelerating Gradient Synchronization using Compressed Multi-hop All-reduce
Wenchen Han, Shay Vargaftik, Michael Mitzenmacher +1
Multi-hop all-reduce is the de facto backbone of large model training. As the training scale increases, the network often becomes a bottleneck, motivating the reduction of the volu…
Closing the Loop: Formally Verified Law as a Reward Signal for Self-Improving Legal AI
Armin Heydari, Torben Leowald
This article develops an architecture that creates a formally verifiable reward signal to train legal AI, adapting the LLM proposes, verifier disposes paradigm from mathematical AI…
A ghost mechanism: An analytical model of abrupt learning in recurrent networks
Fatih Dinc, Ege Cirakman, Bariscan Kurtkaya +4
Abrupt learning is a common phenomenon in recurrent neural networks (RNNs) trained on working memory tasks. In such cases, the networks develop transient slow regions in state spac…
CADGL: Context-Aware Deep Graph Learning for Predicting Drug-Drug Interactions
Azmine Toushik Wasi, Taki Hasan Rafi, Raima Islam +2
Examining Drug-Drug Interactions (DDIs) is a pivotal element in the process of drug development. DDIs occur when one drug's properties are affected by the inclusion of other drugs.…