Igor Melnyk
17 papers · 2015–2025 · 8 venues · across top CS/AI venues
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Achievements
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πΊοΈ Taxonomy Completionist (50) π Academic Marathon Β· Half π Conference Polyglot Β· Silver π Interdisciplinary Bridge Β· Gold π£ Hot Topic Early Bird
π§¬
Topic Evolution
π
Keyword Champion
(2)
π§
Keyword Pioneer
ποΈ
Keyword Collector
(105)
π₯
Unstoppable Β· Silver
π
Century Club Β· Bronze
π
Renaissance Researcher
(8)
Top co-authors
Research topics
Machine Learning
(14)
Deep Learning
(10)
Artificial Intelligence
(9)
Core AI
(7)
Learning Types Β· Deep Learning
(7)
Natural Language Processing
(6)
Core Methods
(6)
Learning Types Β· Machine Learning
(6)
Optimization & Theory
(6)
Architectures
(4)
Generation
(3)
Techniques
(3)
Healthcare & Medicine
(2)
Knowledge & Reasoning
(2)
Application Areas
(2)
Keywords
text generation
(4)
pre-trained language model
(3)
large language model
(3)
episodic memory
(2)
representation learning
(2)
text-to-graph generation
(2)
spectral algorithm
(2)
mutual information
(2)
moment estimation
(2)
self-critical sequence training
(2)
stochastic dominance
(2)
protein sequence
(2)
hidden semi-markov model
(2)
commonsense knowledge
(1)
transfer learning
(1)
question answering
(1)
information extraction
(1)
adversarial learning
(1)
relation extraction
(1)
semantic alignment
(1)
Papers
EpMAN: Episodic Memory AttentioN for Generalizing to Longer Contexts
ACL 2025
Distributional Preference Alignment of LLMs via Optimal Transport
NeurIPS 2024
Larimar: Large Language Models with Episodic Memory Control
ICML 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
Fold2Seq: A Joint Sequence(1D)-Fold(3D) Embedding-based Generative Model for Protein Design
ICML 2021
Improved Mutual Information Estimation
AAAI 2021
ReGen: Reinforcement Learning for Text and Knowledge Base Generation using Pretrained Language Models
EMNLP 2021
DualTKB: A Dual Learning Bridge between Text and Knowledge Base
EMNLP 2020
Optimizing Mode Connectivity via Neuron Alignment
NeurIPS 2020
Adversarial Semantic Alignment for Improved Image Captions
CVPR 2019
Estimating Information Flow in Deep Neural Networks
ICML 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