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DAVIAN Lab. Seminar (2021)

Time: Wednesday 19:00 - 21:30

Date Topic Presenters Slides Videos
29th December, 2021 Projected GANs Converge Faster Taesung Kim Slide Video
29th December, 2021 Autoformer: Decomposition Transformers with Auto-Correlation for Long-Term Series Forecasting Junwoo Park Slide Video
22th December, 2021 PaMIR: Parametric Model-Conditioned Implicit Representation for Image-based Human Reconstruction Gyumin Shim Slide Video
22th December, 2021 Rethinking Graph Transformers with Spectral Attention Rodrigo Hormazabal Slide Video
15th December, 2021 XProtoNet: Diagnosis in Chest Radiography with Global and Local Explanations Daniel Rim Slide Video
15th December, 2021 Masked Autoencoders Are Scalable Vision Learners) Huiwon Yun Slide Video
8th December, 2021 MobileBERT: a Compact Task-Agnostic BERT for Resource-Limited Devices Ganbat Munkhsoyol Slide Video
8th December, 2021 GhostNet: More Features from Cheap Operations)
GhostSR: Learning Ghost Features for Efficient Image Super-Resolution
Chaeyeon Chung Slide Video
1st December, 2021 Semi-Supervised Classification with Graph Convolutional Networks Dongmin Kim Slide Video
1st December, 2021 Encoding in Style: a StyleGAN Encoder for Image-to-Image Translation Taeu Kim Slide Video
24th November, 2021 SpanBERT: Improving Pre-training by Representing and Predicting Spans Dohee Kim Slide Video
17th November, 2021 Drop the GAN: In Defense of Patches Nearest Neighbors as Single Image Generative Models Seunghwan Choi Slide Video
10th November, 2021 View Generalization for Single Image Textured 3D Models Yeojeong Park Slide Video
10th November, 2021 RobustNet: Improving Domain Generalization in Urban-Scene Segmentation via Instance Selective Whitening Sanghun Jung Slide Video
3rd November, 2021 Parser-Free Virtual Try-on via Distilling Appearance Flows Gyojung Gu Slide Video
3rd November, 2021 Combining Label Propagation and Simple Models Out-performs Graph Neural Networks Junui Hong Slide Video
27th October, 2021 Image Generators with Conditionally-Independent Pixel Synthesis Youngin Cho Slide Video
27th October, 2021 Communication-Efficient Learning of Deep Networks from Decentralized Data Chung Park Slide Video
20th October, 2021 MINE: Towards Continuous Depth MPI with NeRF for Novel View Synthesis Minjung Kim Slide Video
20th October, 2021 Recent Advances in Visual Explanations Daejin Kim Slide Video
13th October, 2021 Very Lightweight Photo Retouching Network with Conditional Sequential Modulation
Learning Image-adaptive 3D Lookup Tables for High Performance Photo Enhancement in Real-time
Minho Park Slide Video
13th October, 2021 End-to-End Semi-Supervised Object Detection with Soft Teacher Jooyeol Yun Slide Video
6th October, 2021 Globally Optimized Matchmaking in Online Games
OptMatch: Optimized Matchmaking via Modeling the High-Order Interactions on the Arena
Dongyoon Hwang Slide Video
6th October, 2021 Alias-Free Generative Adversarial Networks Junha Hyung Slide Video
29th September, 2021 GPT3Mix: Leveraging Large-scale Language Models for Text Augmentation Chaehun Park Slide Video
29th September, 2021 Quality-Aware Memory Network for Interactive Volumetric Image Segmentation Gyuhyeon Sim Slide Video
15th September, 2021 Language-agnostic BERT Sentence Embedding Hyesu Lim Slide Video
15th September, 2021 Linear Transformers Are Secretly Fast Weight Programmers Hojun Cho Slide Video
8th September, 2021 C-Learning: Learning to Achieve Goals via Recursive Classification Hyunseung Kim Slide Video
8th September, 2021 Do Context-Aware Translation Models Pay the Right Attention? Yujin Baek Slide Video
25th August, 2021 AutoPrompt: Eliciting Knowledge from Language Models with Automatically Generated Prompts
GPT Understands, Too
The Power of Scale for Parameter-Efficient Prompt Tuning
Jimin Hong Slide Video
25th August, 2021 Towards Open World Object Detection Jeonghoon Park Slide Video
18th August, 2021 Conservative Q-Learning for Offline Reinforcement Learning
Decision Transformer: Reinforcement Learning via Sequence Modeling
Byungkun Lee Slide Video
18th August, 2021 Rethinking and Improving the Robustness of Image Style Transfer Soyoung Yang Slide Video
11th August, 2021 Generative Neural Scene Representations for 3D-Aware Image Synthesis Minsoo Lee Slide Video
11th August, 2021 RoseTTAFold vs AlphaFold2 Youngwoo Cho Slide Video
4th August, 2021 Less is More: ClipBERT for Video-and-Language Learning via Sparse Sampling Jihyeon Lee Slide Video
4th August, 2021 Recent trends in long-tailed classification Sunghyun Park Slide Video
28th July, 2021 CAMPARI: Camera-Aware Decomposed Generative Neural Radiance Fields Kyungmin Jo Slide Video
28th July, 2021 Background Data Resampling for Outlier-Aware Classification Wonwoo Cho Slide Video
21th July, 2021 Likelihood Regret: An Out-of-Distribution Detection Score For Variational Auto-encoder Daehoon Gwak Slide Video
14th July, 2021 Entity Structure Within and Throughout: Modeling Mention Dependencies for Document-Level Relation Extraction Minseok Choi Slide Video
14th July, 2021 Learning Continuous Image Representation with Local Implicit Image Function Sanghyeon Lee Slide Video
7th July, 2021 Spatially-Invariant Style-Codes Controlled Makeup Transfer Dongjun Kim Slide Video
7th July, 2021 Charformer: Fast Character Transformers via Gradient-based Subword Tokenization Taehee Kim Slide Video
30th June, 2021 MLP-Mixer: An all-MLP Architecture for Vision
Pay Attention to MLPs
Hojoon Lee Slide Video
30th June, 2021 DatasetGAN: Efficient Labeled Data Factory with Minimal Human Effort Kangyeol Kim Slide Video
23th June, 2021 BEiT: BERT Pre-Training of Image Transformers Jinhee Kim Slide Video
23th June, 2021 Knowledge distillation: A good teacher is patient and consistent Taesung Kim Slide Video
16th June, 2021 Top2Vec: Distributed Representations of Topics Daniel Rim Slide Video
9th June, 2021 Motion Representations for Articulated Animation Chaeyeon Chung Slide Video
9th June, 2021 USAD : UnSupervised Anomaly Detection on multivariate time series Junwoo Park Slide Video
2nd June, 2021 pixelNeRF: Neural Radiance Fields from One or Few Images Gyumin Sim Slide Video
2nd June, 2021 StyleCLIP: Text-Driven Manipulation of StyleGAN Imagery Taeu Kim Slide Video
26th May, 2021 StyleSpace Analysis: Disentangled Controls for StyleGAN Image Generation Seunghwan Choi Slide Video
26th May, 2021 Screen2Vec: Semantic Embedding of GUI screens and GUI Components Saelyne Yang Slide Video
12th May, 2021 Generative Models as Distributions of Functions Sanghun Jung Slide Video
12th May, 2021 Few-shot Relation Extraction via Bayesian Meta-learning on Relation Graphs Junui Hong Slide Video
28th April, 2021 Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting Chung Park Slide Video
21th April, 2021 Self-Challenging Improves Cross-Domain Generalization Eungyeup Kim Slide Video
21th April, 2021 Revisiting ResNets: Improved Training and Scaling Strategies
EfficientNetV2: Smaller Models and Faster Training
Daejin Kim Slide Video
14th April, 2021 Axial-DeepLab: Stand-Alone Axial-Attention for Panoptic Segmentation Jooyeol Yun Slide Video
14th April, 2021 Fast Interactive Object Annotation with Curve-GCN Gyuhyeon Sim Slide Video
7th April, 2021 Metropolis-Hastings Generative Adversarial Networks Youngin Cho Slide Video
7th April, 2021 Extracting Training Data from Large Language Models Hojun Cho Slide Video
31th March, 2021 Cross-lingual Retrieval for Iterative Self-Supervised Training Yujin Baek Slide Video
31th March, 2021 nnU-Net: a self-configuring method for deep learning-based biomedical image segmentation Hyesu Lim Slide Video
24th March, 2021 Learning to Reach Goals via Iterated Supervised Learning Hyunseung Kim Slide Video
24th March, 2021 On Mixup Training: Improved Calibration and Predictive Uncertainty for Deep Neural Networks Jeonghoon Park Slide Video
17th March, 2021 Contrastive Learning with Adversarial Perturbations for Conditional Text Generation Jimin Hong Slide Video
17th March, 2021 Combining Deep Reinforcement Learning and Search for Imperfect-Information Games Byungkun Lee Slide Video
10th March, 2021 FairGAN: Fairness-aware Generative Adversarial Networks Soyoung Yang Slide Video
10th March, 2021 On Numerosity of Deep Neural Networks Youngwoo Cho Slide Video
24th February, 2021 High-Performance Large-Scale Image Recognition Without Normalization Sunghyun Park Slide Video
24th February, 2021 Contrastive Learning for Unpaired Image-to-Image Translation Minsoo Lee Slide Video
17th February, 2021 Supervised Contrastive Learning for Pre-trained Language Model Fine-tuning Yunwon Tae Slide Video
17th February, 2021 Learning from others' mistakes: Avoiding dataset biases without modeling them Jihyeon Lee Slide Video
10th February, 2021 Non-local Neural Networks Kyungmin Jo Slide Video
10th February, 2021 Compositional Visual Generation and Inference with Energy Based Models Wonwoo Cho Slide Video
3th February, 2021 Self-Supervised Viewpoint Learning From Image Collections Yonggyu Kim Slide Video
3th February, 2021 Deep Anomaly Detection with Outlier Exposure Jungsoo Lee Slide Video
27th January, 2021 The role of Disentanglement in Generalisation Daehoon Gwak Slide Video 1 Video 2
27th January, 2021 Switch Transformers: Scaling to Trillion Parameter Models with Simple and Efficient Sparsity Minseok Choi Slide Video
20th January, 2021 Unsupervised Commonsense Question Answering with Self-Talk Taehee Kim Slide Video
20th January, 2021 Exploring Simple Siamese Representation Learning Junsoo Lee Slide Video
13th January, 2021 Towards a Human-like Open-Domain Chatbot Bombs Kim Slide Video
13th January, 2021 Excessive Invariance Causes Adversarial Vulnerability Eungyeup Kim Slide Video
6th January, 2021 DeepStrip: High Resolution Boundary Refinement Sanghyeon Lee Slide Video
6th January, 2021 Careful Selection of Knowledge to solve Open Book Question Answering Kibeom Kim Slide Video
~ 2020 Link