Dongfang Liu

43 papers · 2021–2026 · 13 conferences · across top CS/AI conferences

Achievements

🌍 Conference Polyglot (13) 🏃 Academic Marathon (5) 🐝 Cross-Pollinator (14) 🗺️ Taxonomy Completionist (77) 🌉 Interdisciplinary Bridge 🧭 Keyword Pioneer 🌈 Renaissance Researcher (7) 🐣 Hot Topic Early Bird 🤝 Dynamic Duo (25) 👑 Triple Crown 🏆 Grand Slam 🧬 Topic Evolution 🏆 Keyword Champion (3) 🗃️ Keyword Collector (135) ⚡ Prolific Year (10) ❓ The Questioner 🔥 Unstoppable (5) 💎 Century Club (42)

Conferences

ICLR (9) EMNLP (5) CVPR (4) ECCV (4) ICCV (4) NIPS (4) ICML (3) AAAI (2) ACL (2) IJCAI (2) WACV (2) AACL (1) IJCNLP (1)

Top co-authors

Qifan Wang (25) Cheng Han (13) Yiming Cui (10) Zenglin Xu (9) Fuli Feng (9) Lifu Huang (8) Tong Geng (8) James Chenhao Liang (8) Zhiwen Cao (8) Raghuveer Rao (7)

Keywords

prompt tuning (5) instance segmentation (4) representation learning (3) semantic segmentation (3) modality gap (3) feature aggregation (2) vision-language model (2) visual prompt tuning (2) optical flow (2) transformer architecture (2) depth estimation (2) transfer learning (2) object detection (2) embedding space (2) image classification (2) attribute extraction (2) few-shot learning (2) video captioning (2) object tracking (2) parameter-efficient fine-tuning (2)

Papers

Make LVLMs Focus: Context-Aware Attention Modulation for Better Multimodal In-Context Learning AAAI 2026

Exploring the Adversarial Vulnerabilities of Vision-Language-Action Models in Robotics ICCV 2025

MEPT: Mixture of Expert Prompt Tuning as a Manifold Mapper EMNLP 2025

Item-Language Model: Improving Large Language Model for Recommendation via Item-Language Representation Learning IJCNLP 2025

Item-Language Model: Improving Large Language Model for Recommendation via Item-Language Representation Learning AACL 2025

Re-Imagining Multimodal Instruction Tuning: A Representation View ICLR 2025

Visual Agents as Fast and Slow Thinkers ICLR 2025

Diff-PIC: Revolutionizing Particle-In-Cell Nuclear Fusion Simulation with Diffusion Models ICLR 2025

DS-LLM: Leveraging Dynamical Systems to Enhance Both Training and Inference of Large Language Models ICLR 2025

Text Is MASS: Modeling as Stochastic Embedding for Text-Video Retrieval CVPR 2024

Diffusion-Inspired Truncated Sampler for Text-Video Retrieval NIPS 2024

Visual Fourier Prompt Tuning NIPS 2024

ProMotion: Prototypes As Motion Learners CVPR 2024

UAV First-Person Viewers Are Radiance Field Learners ECCV 2024

AMD: Automatic Multi-step Distillation of Large-scale Vision Models ECCV 2024

M2PT: Multimodal Prompt Tuning for Zero-shot Instruction Learning EMNLP 2024

EAVE: Efficient Product Attribute Value Extraction via Lightweight Sparse-layer Interaction EMNLP 2024

Fusion Is Not Enough: Single Modal Attacks on Fusion Models for 3D Object Detection ICLR 2024

Facing the Elephant in the Room: Visual Prompt Tuning or Full finetuning? ICLR 2024

Image Translation as Diffusion Visual Programmers ICLR 2024

BadPart: Unified Black-box Adversarial Patch Attacks against Pixel-wise Regression Tasks ICML 2024

Prototypical Transformer As Unified Motion Learners ICML 2024

APrompt: Attention Prompt Tuning for Efficient Adaptation of Pre-trained Language Models EMNLP 2023

ClusterFomer: Clustering As A Universal Visual Learner NIPS 2023

E^2VPT: An Effective and Efficient Approach for Visual Prompt Tuning ICCV 2023

TransFlow: Transformer As Flow Learner CVPR 2023

Adversarial Training of Self-supervised Monocular Depth Estimation against Physical-World Attacks ICLR 2023

MixPAVE: Mix-Prompt Tuning for Few-shot Product Attribute Value Extraction ACL 2023

MUSTIE: Multimodal Structural Transformer for Web Information Extraction ACL 2023

CLUSTSEG: Clustering for Universal Segmentation ICML 2023

Visual Recognition with Deep Nearest Centroids ICLR 2023

Prompt Learns Prompt: Exploring Knowledge-Aware Generative Prompt Collaboration For Video Captioning IJCAI 2023

GL-RG: Global-Local Representation Granularity for Video Captioning IJCAI 2022

Towards Unbiased Label Distribution Learning for Facial Pose Estimation Using Anisotropic Spherical Gaussian ECCV 2022

DG-Labeler and DGL-MOTS Dataset: Boost the Autonomous Driving Perception WACV 2022

Physical Attack on Monocular Depth Estimation with Optimal Adversarial Patches ECCV 2022

Learning to Generate Question by Asking Question: A Primal-Dual Approach with Uncommon Word Generation EMNLP 2022

Learning Equivariant Segmentation with Instance-Unique Querying NIPS 2022

TF-Blender: Temporal Feature Blender for Video Object Detection ICCV 2021

DenserNet: Weakly Supervised Visual Localization Using Multi-Scale Feature Aggregation AAAI 2021

A Vector-Based Representation to Enhance Head Pose Estimation WACV 2021

SG-Net: Spatial Granularity Network for One-Stage Video Instance Segmentation CVPR 2021

Semantic Aware Data Augmentation for Cell Nuclei Microscopical Images With Artificial Neural Networks ICCV 2021