Chandra, Vikas

Federated Learning with Non-IID Data

Zhao, Y., Li, M., Lai, L., Suda, N., Civin, D., & Chandra, V. (2018) · arXiv

Privacy-Preserving Technologies in DataDomain Adaptation and Few-Shot Learning

Cited by 2,077

Bit Fusion: Bit-Level Dynamically Composable Architecture for Accelerating Deep Neural Network

Sharma, H., Park, J., Suda, N., Lai, L., Chau, B., Kim, J. K., Chandra, V., & Esmaeilzadeh, H. (2018) · 2018 ACM/IEEE 45th Annual International Symposium on Computer Architecture (ISCA)

Advanced Neural Network ApplicationsParallel Computing and Optimization Techniques

Cited by 543

Heterogeneous Dataflow Accelerators for Multi-DNN Workloads

Kwon, H., Lai, L., Pellauer, M., Krishna, T., Chen, Y.-H., & Chandra, V. (2021) · 2021 IEEE International Symposium on High-Performance Computer Architecture (HPCA)

Parallel Computing and Optimization TechniquesEmbedded Systems Design Techniques

Cited by 144

Deep Convolutional Neural Network Inference with Floating-point Weights and Fixed-point Activations

Lai, L., Suda, N., & Chandra, V. (2017) · arXiv

Advanced Neural Network ApplicationsLow-power high-performance VLSI design

Cited by 81

An Introduction to Vision-Language Modeling

Bordes, F., Pang, R. Y., Ajay, A., Li, A. C., Bardes, A., Petryk, S., Mañas, O., Lin, Z., Mahmoud, A., Jayaraman, B., et al. (2024) · arXiv

Multimodal Machine Learning ApplicationsGenerative Adversarial Networks and Image Synthesis

Cited by 47

Vision Transformers with Patch Diversification

Gong, C., Wang, D., Li, M., Chandra, V., & Liu, Q. (2021) · arXiv

Advanced Neural Network ApplicationsDomain Adaptation and Few-Shot Learning

Cited by 41

LLM-QAT: Data-Free Quantization Aware Training for Large Language Models

Liu, Z., Oguz, B., Zhao, C., Chang, E., Stock, P., Mehdad, Y., Shi, Y., Krishnamoorthi, R., & Chandra, V. (2023) · arXiv

Advanced Neural Network ApplicationsTopic Modeling

Cited by 13

AttentiveNAS: Improving Neural Architecture Search via Attentive Sampling

Wang, D., Li, M., Gong, C., & Chandra, V. (2020) · arXiv

Advanced Neural Network ApplicationsMachine Learning and Data Classification

Cited by 10

Agent-as-a-Judge: Evaluate Agents with Agents

Zhuge, M., Zhao, C., Ashley, D., Wang, W., Khizbullin, D., Xiong, Y., Liu, Z., Chang, E., Krishnamoorthi, R., Tian, Y., et al. (2024) · arXiv

Software Engineering ResearchAI-based Problem Solving and Planning

Cited by 5

Low-Rank+Sparse Tensor Compression for Neural Networks

Hawkins, C., Yang, H., Li, M., Lai, L., & Chandra, V. (2021) · arXiv

Advanced Neural Network ApplicationsTensor decomposition and applications

Cited by 2

Llama Guard 3-1B-INT4: Compact and Efficient Safeguard for Human-AI Conversations

Fedorov, I., Plawiak, K., Wu, L., Elgamal, T., Suda, N., Smith, E., Zhan, H., Chi, J., Hulovatyy, Y., Patel, K., et al. (2024) · arXiv

Hate Speech and Cyberbullying DetectionAdversarial Robustness in Machine Learning

Cited by 0