Understanding the Multi-stakeholder - Model of Internet Governance

24 March 2025 2:00pm3:00pm
On behalf of .au Domain Administration, the School of Electrical Engineering and Computer Science invites UQ students and staff to attend a presentation on the multi-stakeholder model of internet governance.

Adaptive Collaborative Learning with Data Silos

17 February 2025 9:00am
This study delves into detection, evaluation, and prediction tasks within the context of OOD on tabular datasets.

Two-Day Face-to-Face Partial Discharge- Fundamentals, Testing and Industry Experience CPD Course

30 January 2025 8:30am31 January 2025 5:45am
This CPD course will feature presentations by Prof. Dr.- Ing. Stefan Tenbohlen from the Institute of Power Transmission and High Voltage Technology at the University of Stuttgart in Germany. This course will deliver the theoretical background information necessary to develop a good understanding of the phenomena of partial discharge (PD) in high-voltage equipment, as well as current measurement techniques for partial discharge. Along with this, the course will look at the experience of industry using partial discharge for diagnostic and testing work. Using the high-voltage laboratory at the University of Queensland, there will be demonstrations of some key measurement techniques for partial discharge.

Towards Open-Vocabulary 3D Object Detection

21 January 2025 1:00pm
Towards Open-Vocabulary 3D Object Detection.

Decentralized Learning for On-device Recommendation

10 January 2025 11:30am
Despite the advancements of DecRecs, they face unique challenges, including constrained local storage, inflexible architectures, vulnerability to poisoning attacks, and performance degradation.

Secure Cross-device Federated Recommender Systems

10 January 2025 10:30am
This research highlights the complex security challenges in FedRecs arising from their open and decentralized nature.

Improving Generalizability of Graph Machine Learning Models

10 January 2025 9:30am
We propose a novel framework named Memory-enhanced Invariant Prompt learning (MIP) for urban flow prediction under constant distribution shifts.

From Verses to Vectors

20 December 2024 2:00pm
As the EMCR Informal Talk series are designed to share peoples’ own lives, keeping the Informal Talk as an in-person only event best aligns with its personal nature and can maximize interactions with the audience.

Controllable Visual Synthesis via Structural Representation

13 December 2024 1:00pm
This talk explores compositional visual representations bridging pre-trained language and visual generative models through programs for scene structure, words for semantic abstraction, and neural embeddings capturing visual identity.

Improving the Efficiency and Effectiveness of Dense Retrieval using Adaptive Embedding Dimension Prediction

13 December 2024 10:00am
In this work, we show that optimal ranking performance can be achieved without requiring the full-length embeddings, which leads to improved computational efficiency.

When LLMs Meet Recommendations: Scalable Hybrid Approaches to Enhance User Experiences

9 December 2024 1:00pm
This talk will cover our recent work on scalable hybrid approaches that combine LLMs and traditional recommendation models.

Developing Effective Long-Context Language Models

4 December 2024 1:00pm
In this talk, I will share our journey behind developing an effective long-context language model.

Mitigating Distribution Shifts in Using Pre-trained Vision-Language Models

2 December 2024 11:00am
In this talk, I will first introduce our recent work to fine-tune a pre-trained VLM with downstream tasks, and further improve the generalisation ability of a pre-trained VLM. Then, I will introduce another work on how to detect label set shift when using pre-trained VLMs in zero-shot classification.

Scalable and Lightweight Content-based Recommender Systems

28 November 2024 11:00am
Content-based recommender systems (CRSs) play a crucial role in assisting users to navigate the vast information available on the Internet.

Two-Day Face-to-Face Bushings for Power Transformers- Design, Maintenance and Testing CPD Course

28 November 2024 8:30am29 November 2024 5:45pm
This two-day face-to-face course will bring industry professionals together for dialogue and sharing of knowledge to better understand the operation of bushings for power transformers, as well as the design, maintenance and testing thereof.

Towards Graph Machine Learning in the Wild

27 November 2024 1:00pm
In this talk, we will introduce recent advances that develop theoretically principled and practical useful methods for learning on graphs in the challenging open-world hypothesis, where the model needs to generalize to out-of-distribution testing data in the wild.
2024 Innovation showcase

Innovation Showcase 2024

20 November 2024 5:00pm7:00pm
Don't miss the 2024 Innovation Showcase, a unique opportunity for EECS students to showcase their end of year projects to industry partners and the UQ community.

Evaluation and Reasoning in Real-world Scenarios

20 November 2024 1:00pm
This talk will cover evaluating and training LMs to reason in real-world scenarios.

Long-Range Meets Scalability: Unveiling a Linear-Time Graph Neural Network for Recommendation at Scale

13 November 2024 1:00pm
In this talk, I will introduce Linear-Time Graph Neural Network (LTGNN), a breakthrough approach designed to bridge the scalability gap between GNNs and simpler methods without sacrificing GNNs’ unique ability to capture distant dependencies.

Renewable Energy Integration: CPD Course

13 November 2024 8:30am14 November 2024 5:00pm
This two-day face-to-face course will bring industry professionals together for dialogue and knowledge sharing to better understand the renewable energy technologies and their integration regarding renewable generator modelling, control techniques, frequency and voltage regulation aligning with grid codes.

Introduction to the Fundamentals of Power Systems: CPD Course

11 November 2024 8:30am12 November 2024 5:00pm
This two-day face-to-face course will bring industry professionals together for dialogue and sharing of knowledge to better understand the fundamentals of power systems along with its modelling and operational aspects.

Contextual Document Embeddings

6 November 2024 11:00am
In this work, we argue that dense document embeddings, while effective, are implicitly out-of-context for targeted use cases of retrieval, and that a contextualized document embedding should take into account both the document and neighboring documents in context - analogous to contextualized word embeddings.

Graph Neural Networks in Epidemic Modeling: An In-Depth Review and Toolkit

30 October 2024 1:00pm
This talk offers a comprehensive review of GNN applications in epidemic modeling, presenting a hierarchical taxonomy for both epidemiological tasks and modeling techniques.

See All You Want: Detecting Everything with Vision Foundation Models

23 October 2024 3:00pm
We introduce Dispersing Prompt Expansion DiPEx, a self-supervised prompt learning strategy that overcomes the limitations of manually crafted text queries in VLMs, which often miss objects due to semantic overlap diminishing detection confidence.

Advanced Strategies to Alleviate Challenges of Data Scarcity in Deep Learning for Medical Image Analysis

23 October 2024 11:00am
This PhD study aims to tackle the common challenges by designing novel training strategies for deep learning models trained on imperfect datasets.

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