Abhishek Kumar

activity

20122023

most citedDelta-encoder: an effective sample synthesis method for few-shot object recognition

289 citations · 1.3k across the 22 of their papers we have counts for

collaborators

Showing 2019 · cs.LGShow all

2 papers · 2 filters

cs.LG2019

Refined $α$ -Divergence Variational Inference via Rejection Sampling

Rahul Sharma, Abhishek Kumar, Piyush Rai

We present an approximate inference method, based on a synergistic combination of Rényi $α$ -divergence variational inference (RDVI) and rejection sampling (RS). RDVI is based on mi…

cs.LG2019★ 69 cited

Weakly Supervised Disentanglement with Guarantees

Rui Shu, Yining Chen, Abhishek Kumar +2

Learning disentangled representations that correspond to factors of variation in real-world data is critical to interpretable and human-controllable machine learning. Recently, con…

Refined α-Divergence Variational Inference via Rejection Sampling

Weakly Supervised Disentanglement with Guarantees

Refined $α$ -Divergence Variational Inference via Rejection Sampling