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← Authors

Igor Melnyk

17 papers · 2015–2025 · 8 conferences · across top CS/AI conferences

Achievements

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+7 more ↓ 🧭 Keyword Pioneer 🌉 Interdisciplinary Bridge 🌍 Conference Polyglot (8) 🏃 Academic Marathon (10) 🐝 Cross-Pollinator (11)
🌉 Interdisciplinary Bridge 🌍 Conference Polyglot (8) 🏃 Academic Marathon (10) 🧬 Topic Evolution 💎 Century Club (17) 🗃️ Keyword Collector (98) 🔥 Unstoppable (11)

Conferences

ICML (6) EMNLP (3) ACL (2) NIPS (2) AAAI (1) AISTATS (1) CVPR (1) JMLR (1)

Top co-authors

Payel Das (8) Pierre Dognin (5) Inkit Padhi (4) Youssef Mroueh (4) Pin-Yu Chen (4) Arindam Banerjee (3) Jarret Ross (3) Kristjan Greenewald (3) Jiri Navratil (3) Vijil Chenthamarakshan (3)

Keywords

text generation (3) pretrained language model (3) representation learning (2) spectral algorithm (2) protein sequence (2) mutual information (2) self-critical sequence training (2) moment estimation (2) text-to-graph generation (2) hidden semi-markov model (2) transfer learning (1) question answering (1) information extraction (1) commonsense knowledge (1) adversarial learning (1) relation extraction (1) semantic alignment (1) preference alignment (1) reinforcement learning (1) graph generation (1)

Papers

EpMAN: Episodic Memory AttentioN for Generalizing to Longer Contexts ACL 2025 Larimar: Large Language Models with Episodic Memory Control ICML 2024 Distributional Preference Alignment of LLMs via Optimal Transport NIPS 2024 Risk Aware Benchmarking of Large Language Models ICML 2024 Reprogramming Pretrained Language Models for Antibody Sequence Infilling ICML 2023 Knowledge Graph Generation From Text EMNLP 2022 Improved Mutual Information Estimation AAAI 2021 Fold2Seq: A Joint Sequence(1D)-Fold(3D) Embedding-based Generative Model for Protein Design ICML 2021 ReGen: Reinforcement Learning for Text and Knowledge Base Generation using Pretrained Language Models EMNLP 2021 Optimizing Mode Connectivity via Neuron Alignment NIPS 2020 DualTKB: A Dual Learning Bridge between Text and Knowledge Base EMNLP 2020 Estimating Information Flow in Deep Neural Networks ICML 2019 Adversarial Semantic Alignment for Improved Image Captions CVPR 2019 Fighting Offensive Language on Social Media with Unsupervised Text Style Transfer ACL 2018 A Spectral Algorithm for Inference in Hidden semi-Markov Models JMLR 2017 Estimating Structured Vector Autoregressive Models ICML 2016 A Spectral Algorithm for Inference in Hidden semi-Markov Models AISTATS 2015