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Aston Zhang

36 papers · 2018–2025 · 9 conferences · across top CS/AI conferences

Achievements

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+12 more ↓ 🌍 Conference Polyglot (9) 🐣 Hot Topic Early Bird πŸŒ‰ Interdisciplinary Bridge 🧭 Keyword Pioneer πŸƒ Academic Marathon (7)
πŸ—ΊοΈ Taxonomy Completionist (61) 🐣 Hot Topic Early Bird 🌍 Conference Polyglot (9) 🧬 Topic Evolution πŸ‘‘ Triple Crown πŸ† Keyword Champion (2) πŸ—ƒοΈ Keyword Collector (125) ⚑ Prolific Year (9) πŸ’Ž Century Club (36) πŸ”₯ Unstoppable (8) πŸ“ˆ Trend Setter ❓ The Questioner

Conferences

ICLR (7) ACL (6) EMNLP (6) NIPS (6) ICML (4) NAACL (3) IJCNLP (2) IJCAI (1) JMLR (1)

Research topics

Papers

Self-Generated Critiques Boost Reward Modeling for Language Models NAACL 2025 Law of the Weakest Link: Cross Capabilities of Large Language Models ICLR 2025 OS-Kairos: Adaptive Interaction for MLLM-Powered GUI Agents ACL 2025 Caution for the Environment: Multimodal LLM Agents are Susceptible to Environmental Distractions ACL 2025 A Systematic Examination of Preference Learning through the Lens of Instruction-Following NAACL 2025 You Only Look at Screens: Multimodal Chain-of-Action Agents ACL 2024 In-Context Learning with Iterative Demonstration Selection EMNLP 2024 AIM: Adapting Image Models for Efficient Video Action Recognition ICLR 2023 Automated Few-Shot Classification with Instruction-Finetuned Language Models EMNLP 2023 Automatic Chain of Thought Prompting in Large Language Models ICLR 2023 VCC: Scaling Transformers to 128K Tokens or More by Prioritizing Important Tokens NIPS 2023 Prompt Pre-Training with Twenty-Thousand Classes for Open-Vocabulary Visual Recognition NIPS 2023 Learning Multimodal Data Augmentation in Feature Space ICLR 2023 Parameter-Efficient Fine-Tuning Design Spaces ICLR 2023 Is ChatGPT a General-Purpose Natural Language Processing Task Solver? EMNLP 2023 A Cheaper and Better Diffusion Language Model with Soft-Masked Noise EMNLP 2023 Trap and Replace: Defending Backdoor Attacks by Trapping Them into an Easy-to-Replace Subnetwork NIPS 2022 Removing Batch Normalization Boosts Adversarial Training ICML 2022 Partial and Asymmetric Contrastive Learning for Out-of-Distribution Detection in Long-Tailed Recognition ICML 2022 CoCon: A Self-Supervised Approach for Controlled Text Generation ICLR 2021 G-PATE: Scalable Differentially Private Data Generator via Private Aggregation of Teacher Discriminators NIPS 2021 Self-Instantiated Recurrent Units with Dynamic Soft Recursion NIPS 2021 On Orthogonality Constraints for Transformers ACL 2021 Beyond Fully-Connected Layers with Quaternions: Parameterization of Hypercomplex Multiplications with $1/n$ Parameters ICLR 2021 A Unified Lottery Ticket Hypothesis for Graph Neural Networks ICML 2021 On Orthogonality Constraints for Transformers IJCNLP 2021 GluonCV and GluonNLP: Deep Learning in Computer Vision and Natural Language Processing JMLR 2020 ControlVAE: Controllable Variational Autoencoder ICML 2020 Poison Attacks against Text Datasets with Conditional Adversarially Regularized Autoencoder EMNLP 2020 Dive into Deep Learning for Natural Language Processing IJCNLP 2019 Simple and Effective Curriculum Pointer-Generator Networks for Reading Comprehension over Long Narratives ACL 2019 Compositional De-Attention Networks NIPS 2019 Lightweight and Efficient Neural Natural Language Processing with Quaternion Networks ACL 2019 Dive into Deep Learning for Natural Language Processing EMNLP 2019 Quaternion Collaborative Filtering for Recommendation IJCAI 2019 Entropy-Based Subword Mining with an Application to Word Embeddings NAACL 2018