Search Results for author: Samyak Jain

Found 12 papers, 6 papers with code

Mechanistically analyzing the effects of fine-tuning on procedurally defined tasks

no code implementations21 Nov 2023 Samyak Jain, Robert Kirk, Ekdeep Singh Lubana, Robert P. Dick, Hidenori Tanaka, Edward Grefenstette, Tim Rocktäschel, David Scott Krueger

Fine-tuning large pre-trained models has become the de facto strategy for developing both task-specific and general-purpose machine learning systems, including developing models that are safe to deploy.

Network Pruning

Knowledge Graph Representations to enhance Intensive Care Time-Series Predictions

no code implementations13 Nov 2023 Samyak Jain, Manuel Burger, Gunnar Rätsch, Rita Kuznetsova

Intensive Care Units (ICU) require comprehensive patient data integration for enhanced clinical outcome predictions, crucial for assessing patient conditions.

Data Integration Knowledge Graphs +1

Efficient and Effective Augmentation Strategy for Adversarial Training

1 code implementation27 Oct 2022 Sravanti Addepalli, Samyak Jain, R. Venkatesh Babu

We first explain this contrasting behavior by viewing augmentation during training as a problem of domain generalization, and further propose Diverse Augmentation-based Joint Adversarial Training (DAJAT) to use data augmentations effectively in adversarial training.

Computational Efficiency Domain Generalization

Scaling Adversarial Training to Large Perturbation Bounds

1 code implementation18 Oct 2022 Sravanti Addepalli, Samyak Jain, Gaurang Sriramanan, R. Venkatesh Babu

The presence of images that flip Oracle predictions and those that do not makes this a challenging setting for adversarial robustness.

Adversarial Defense Adversarial Robustness

Towards Multimodal MIR: Predicting individual differences from music-induced movement

no code implementations21 Jul 2020 Yudhik Agrawal, Samyak Jain, Emily Carlson, Petri Toiviainen, Vinoo Alluri

As the field of Music Information Retrieval grows, it is important to take into consideration the multi-modality of music and how aspects of musical engagement such as movement and gesture might be taken into account.

Information Retrieval Music Information Retrieval +1

Price Optimization in Fashion E-commerce

no code implementations10 Jul 2020 Sajan Kedia, Samyak Jain, Abhishek Sharma

Thus we obtain multiple price demand pairs for each product and we have to choose one of them for the live platform.

Tidying Deep Saliency Prediction Architectures

1 code implementation10 Mar 2020 Navyasri Reddy, Samyak Jain, Pradeep Yarlagadda, Vineet Gandhi

As a result, we propose two novel end-to-end architectures called SimpleNet and MDNSal, which are neater, minimal, more interpretable and achieve state of the art performance on public saliency benchmarks.

Saliency Prediction

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