Deployable AI (DAI)
Workshop at AAAI 2025
Workshop at AAAI 2025
Tentative Schedule
Schedule
9:00 am to 9:05 am Opening Remarks
9:05 am to 9:40 am Invited Speaker 1: Eugene Bagdasarian
9:40 am to 10:25 am Oral Presentations 1
10:25 am to 10:35 am Lightning Presentation Session 1
10:35 am to 11:00 am Break and Poster Session 1
11:00 am to 11:35 am Invited Speaker 2: Vishal Misra
11:35 am to 12:50 pm Oral Presentations Session 2
12:50 pm to 2:00 pm Lunch Break
2:00 pm to 2:40 pm Panel Discussion [Panelists: Balaraman Ravindran, Arpita Biswas, Vishal Misra, Eugene Bagdasarian]
2:40 pm to 3:25 pm Oral Presentations Session 3
3:25 pm to 3:45 pm Lightning Presentation Session 2
3:45 pm to 4:15 pm Break and Poster Session 2
4:15 pm to 5:30 pm Oral Presentations Session 4
5:30 pm to 5:35 pm Closing Remarks
For Invited Speakers, We will have 30 mins of Presentation and 5 mins of Q&A
Oral Presentations Session-1 (12 mins+ 3 mins (Q&A)): 9:40 am to 10:25 am (3)
9:40 am
UniGuard: Towards Universal Safety Guardrails for Jailbreak Attacks on Multimodal Large Language Model Presenting Author: Eric Ma
09:55 am
Secure Multiparty Generative AI Presenting Author: Manil Shrestha
10:10 am
Predicting Goal Misgeneralisation Using Policy-Implied Reward Comparison Presenting Author: Titus Buckworth
Lightning Presentations Session-1 (2 mins each): 10:25 am to 10:35 am (5)
Demystifying the Accuracy-Interpretability Trade-Off: A Case Study of Inferring Ratings from Reviews Presenting Author: Pranjal Atrey
Model Calibration for Audio Driven Disease Diagnosis via Uncertainty Quantification Presenting Author: Shubham Kulkarni
Seq2Seq Model-Based Chatbot with LSTM and Attention Mechanism for Enhanced User Interaction Presenting Author: Mohamed Rahouti
Beyond Bans: Thoughtful Use of AI in the Classroom Presenting Author: Kendall Brogle
From Explainability to Interpretability: Interpretable Policies in Reinforcement Learning Via Model Explanation Presenting Author: Peilang Li
Oral Presentations Session-2 (12 mins+ 3 mins (Q&A)): 11:35 am to 12:50 pm (5)
11:35 am
Membership Inference Test: Auditing Training Data in Object Classification Models Presenting Author: Gonzalo Mancera
11:50 am
DREAM-VEP: A Modular and Open-Source Framework for Developing Robust, Efficient, and Adaptive Models in Variant Effect Prediction Presenting Author: Huixin Zhan
12:05 pm
Deploying Privacy Guardrails for LLMs: A Comparative Analysis of Real-World Applications Presenting Author: Shubhi Asthana
12:20 pm
Node Classification With Integrated Reject Option For Legal Judgement Prediction Presenting Author: Uday Bhaskar
12:35 pm
Refine: Robust Unsupervised Anomaly Detection for Production HPC Systems Presenting Author: Efe Sencan
Oral Presentations Session-3 (12 mins+ 3 mins (Q&A)): 2:40 pm to 3:25 pm (3)
2:40 pm
Using Comparative Machine Learning Methods to Validate Educational Content Presenting Author: John Kos
2.55 pm
The Potential of Causal Modelling in Cloud Microservice Architectures Presenting Author: Christopher Lohse
3:10 pm
Interpreting adversarial attacks and defences using architectures with enhanced interpretability Presenting Author: Akshay G. Rao
Lightning Presentations Session-2 (2 mins each) 3:25 pm to 3:45 pm (9)
Accelerating Manufacturing Scale-Up from Material Discovery Using Agentic Web Navigation and Retrieval-Augmented AI for Process Engineering Schematics Design Presenting Author: S Sagar Srinivas
Robust Pairwise Ranking Under Byzantine Setting Presenting Author: Abdul Bakey Mir
AI-Based Teat Shape and Skin Condition Prediction for Dairy Management Presenting Author: Tiancheng Yuan
Mining Unstructured Medical Texts With Conformal Active Learning Presenting Author: Juliano Genari
Graphbook: An Interactive Visual Framework for Production Ready Interpretable AI Presenting Author: David R. Winer
Multilinguality in LLM-Designed Reward Functions for Restless Bandits: Effects on Task Performance and Fairness Presenting Author: Balaraman Ravindran
LLM Assisted Anomaly Detection Service for Site Reliability Engineers: Enhancing Cloud Infrastructure Resilience Presenting Author: Srideepika Jayaraman
Leveraging Interpretability in the Transformer to Automate the Proactive Scaling of Cloud Resources Presenting Author: Amadou Ba
Deep Linearly Gated Network : A Transparent Deep Model Presenting Author: Shivangi S.
Oral Presentations Session-4: 4:15 pm to 5:30 pm (5)
4:15 pm
MultiTutor: Collaborative LLM Agents for Multimodal Student Support Presenting Author: Edward Sun
4:30 pm
Build Your Knowledge Base Using GenAI Powered ScienceSage Presenting Author: Yong Zhang
4:45 pm
TopKElim: A Bandit Approach to Identify Top-k Candidates from Noisy Ratings Presenting Author: Ishaan Taneja
5:00 pm
Intanify AI Platform: Embedded AI for Automated IP Audit and Due Diligence Presenting Author: Viktor Dörfler
5:15 pm
A Practice of Post-Training on Llama-3 70B with Optimal Selection of Additional Language Mixture Ratio Presenting Author: Ningyuan Xi