Igor Melnyk
Publication record assembled from the DBLP archive of ranked conferences.
Papers indexed
20
Venues
10
Active years
2013–2025
Best venue rank
A*
Where they publish
Papers
20 indexed papers, newest first.
| Year | Venue | Title | Authors |
|---|---|---|---|
| 2025 | ACL | EpMAN: Episodic Memory AttentioN for Generalizing to Longer Contexts. | Subhajit Chaudhury, Payel Das, Sarathkrishna Swaminathan, Georgios Kollias, Elliot Nelson, Khushbu Pahwa, Tejaswini Pedapati, Igor Melnyk, Matthew Riemer |
| 2024 | ICML | Larimar: Large Language Models with Episodic Memory Control. | Payel Das, Subhajit Chaudhury, Elliot Nelson, Igor Melnyk, Sarathkrishna Swaminathan, Sihui Dai, Aurlie C. Lozano, Georgios Kollias, Vijil Chenthamarakshan, Jir Navrtil, Soham Dan, Pin-Yu Chen |
| 2024 | ICML | Risk Aware Benchmarking of Large Language Models. | Apoorva Nitsure, Youssef Mroueh, Mattia Rigotti, Kristjan H. Greenewald, Brian Belgodere, Mikhail Yurochkin, Jir Navrtil, Igor Melnyk, Jarret Ross |
| 2023 | ICML | Reprogramming Pretrained Language Models for Antibody Sequence Infilling. | Igor Melnyk, Vijil Chenthamarakshan, Pin-Yu Chen, Payel Das, Amit Dhurandhar, Inkit Padhi, Devleena Das |
| 2022 | EMNLP | Knowledge Graph Generation From Text. | Igor Melnyk, Pierre L. Dognin, Payel Das |
| 2021 | AAAI | Improved Mutual Information Estimation. | Youssef Mroueh, Igor Melnyk, Pierre L. Dognin, Jarret Ross, Tom Sercu |
| 2021 | EMNLP | ReGen: Reinforcement Learning for Text and Knowledge Base Generation using Pretrained Language Models. | Pierre L. Dognin, Inkit Padhi, Igor Melnyk, Payel Das |
| 2021 | ICASSP | Tabular Transformers for Modeling Multivariate Time Series. | Inkit Padhi, Yair Schiff, Igor Melnyk, Mattia Rigotti, Youssef Mroueh, Pierre L. Dognin, Jerret Ross, Ravi Nair, Erik R. Altman |
| 2021 | ICML | Fold2Seq: A Joint Sequence(1D)-Fold(3D) Embedding-based Generative Model for Protein Design. | Yue Cao, Payel Das, Vijil Chenthamarakshan, Pin-Yu Chen, Igor Melnyk, Yang Shen |
| 2020 | EMNLP | DualTKB: A Dual Learning Bridge between Text and Knowledge Base. | Pierre L. Dognin, Igor Melnyk, Inkit Padhi, Ccero Nogueira dos Santos, Payel Das |
| 2019 | CVPR | Adversarial Semantic Alignment for Improved Image Captions. | Pierre L. Dognin, Igor Melnyk, Youssef Mroueh, Jerret Ross, Tom Sercu |
| 2019 | ICLR | Improved Adversarial Image Captioning. | Pierre L. Dognin, Igor Melnyk, Youssef Mroueh, Jerret Ross, Tom Sercu |
| 2019 | ICLR | Wasserstein Barycenter Model Ensembling. | Pierre L. Dognin, Igor Melnyk, Youssef Mroueh, Jerret Ross, Ccero Nogueira dos Santos, Tom Sercu |
| 2019 | ICML | Estimating Information Flow in Deep Neural Networks. | Ziv Goldfeld, Ewout van den Berg, Kristjan H. Greenewald, Igor Melnyk, Nam Nguyen, Brian Kingsbury, Yury Polyanskiy |
| 2018 | ACL | Fighting Offensive Language on Social Media with Unsupervised Text Style Transfer. | Ccero Nogueira dos Santos, Igor Melnyk, Inkit Padhi |
| 2018 | ICDM | DE-RNN: Forecasting the Probability Density Function of Nonlinear Time Series. | Kyongmin Yeo, Igor Melnyk, Nam Nguyen, Eun Kyung Lee |
| 2016 | ICML | Estimating Structured Vector Autoregressive Models. | Igor Melnyk, Arindam Banerjee |
| 2016 | KDD | Semi-Markov Switching Vector Autoregressive Model-Based Anomaly Detection in Aviation Systems. | Igor Melnyk, Arindam Banerjee, Bryan L. Matthews, Nikunj C. Oza |
| 2015 | AISTATS | A Spectral Algorithm for Inference in Hidden semi-Markov Models. | Igor Melnyk, Arindam Banerjee |
| 2013 | ICDM | Detection of Precursors to Aviation Safety Incidents Due to Human Factors. | Igor Melnyk, Pranjul Yadav, Michael S. Steinbach, Jaideep Srivastava, Vipin Kumar, Arindam Banerjee |