Luberlab Journal Club - AI in Healthcare Research

Luberlab Journal Club at the University of Texas at Arlington. Discussing cutting-edge research in LLMs, Multimodal Vision, and AI applications in Pathology.

Fall 2024 Schedule

Our journal club meets every Wednesday to discuss the latest research in artificial intelligence and its applications. Here’s our schedule for the Fall 2024 semester:

Date Papers Presenter Slides
September 11, 2024 1. Language models are few-shot learners (Brown et al., 2020)
2. Chain-of-thought prompting elicits reasoning in large language models (Wei et al., 2022)
3. Language is not all you need: Aligning perception with language models (Huang et al., 2023)
4. Promptmrg: Diagnosis-driven prompts for medical report generation (Jin et al., 2024)
Lucy
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-
Saurav
Slides
Slides
Slides
Slides
September 18, 2024 1. ProtNLM: Model-based Natural Language Protein Annotation (Gane et al., 2022)
2. The OMG dataset: An Open MetaGenomic corpus for mixed-modality genomic language modeling (Cornman et al., 2024)
Cody
-
Slides
Slides
September 25, 2024 1. CLIP: Learning Transferable Visual Models From Natural Language Supervision (Radford et al., 2021)
2. Flamingo: a Visual Language Model for Few-Shot Learning (Alayrac et al., 2022)
Parisa
-
Slides
Slides
October 2, 2024 1. Evaluation and mitigation of the limitations of large language models in clinical decision-making (Hager et al., 2024)
2. Mavil: Masked audio-video learners (Huang et al., 2024)
Amir
Amir
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-
October 9, 2024 1. Securing Vision-Language Models with a Robust Encoder Against Jailbreak and Adversarial Attacks (Zarif Hossain & Imteaj, 2024)
2. Can LLMs Produce Faithful Explanations For Fact-checking? Towards Faithful Explainable Fact-Checking via Multi-Agent Debate (Kim et al., 2024)
3. Improving factuality and reasoning in language models through multiagent debate (Du et al., 2023)
Hayden
Lucy
Lucy
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-
October 16, 2024 1. Semantic reconstruction of continuous language from non-invasive brain recordings (Tang et al., 2023)
2. Brain encoding models based on multimodal transformers can transfer across language and vision (Tang et al., 2024)
Saurabh
Saurabh
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-
October 23, 2024 1. Large language models encode clinical knowledge (Singhal et al.)
2. Large Language Models as Code Executors: An Exploratory Study (Lyu et al.)
Mohamed
Mohamed
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-
October 30, 2024 AgentClinic: a multimodal agent benchmark to evaluate AI in simulated clinical environments (Schmidgall et al., 2024) Biraaj -
November 6, 2024 1. A pathology foundation model for cancer diagnosis and prognosis prediction (Wang et al., 2024) TBD -
November 13, 2024 1. CancerLLM: A Large Language Model in Cancer Domain (Li et al., 2024)
2. OncoGPT: A Medical Conversational Model Tailored with Oncology Domain Expertise on a Large Language Model Meta-AI (LLaMA) (Jia et al., 2024)
Amir
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-
-
November 20, 2024 TBD TBD -
November 27, 2024 Thanksgiving Break No Meeting -
December 4, 2024 Semester Wrap-up and Future Directions All Members -

Please check back regularly for updates on topics and presenters.