List of works - Tat-Seng Chua

A Picture Is Worth a Graph: A Blueprint Debate Paradigm for Multimodal Reasoning

scientific article published on 26 October 2024

A Survey on RAG Meeting LLMs: Towards Retrieval-Augmented Large Language Models

scientific article published on 25 August 2024

Bridging Items and Language: A Transition Paradigm for Large Language Model-Based Recommendation

scientific article published on 25 August 2024

CIRP: Cross-Item Relational Pre-training for Multimodal Product Bundling

scientific article published on 26 October 2024

Causal-driven Large Language Models with Faithful Reasoning for Knowledge Question Answering

scientific article published on 26 October 2024

Data-efficient Fine-tuning for LLM-based Recommendation

scientific article published on 11 July 2024

Fact :Teaching MLLMs with Faithful, Concise and Transferable Rationales

scientific article published on 26 October 2024

FashionReGen: LLM-Empowered Fashion Report Generation

scientific article published on 12 May 2024

I3: I ntent- I ntrospective Retrieval Conditioned on I nstructions

scientific article published on 11 July 2024

Invariant Collaborative Filtering to Popularity Distribution Shift

scientific article published on 26 April 2023

LGM 3 A '24: the 2nd Workshop on Large Generative Models Meet Multimodal Applications

scientific article published on 26 October 2024

LGM3A '23: 1st Workshop on Large Generative Models Meet Multimodal Applications

scientific article published on 27 October 2023

Large Language Model Powered Agents for Information Retrieval

scientific article published on 11 July 2024

Large Language Model Powered Agents in the Web

scientific article published on 12 May 2024

LayoutLLM-T2I: Eliciting Layout Guidance from LLM for Text-to-Image Generation

scientific article published on 27 October 2023

Learnable Item Tokenization for Generative Recommendation

scientific article published on 20 October 2024

Learning to Generate Explainable Stock Predictions using Self-Reflective Large Language Models

scientific article published on 08 May 2024

MM-Forecast: A Multimodal Approach to Temporal Event Forecasting with Large Language Models

scientific article published on 26 October 2024

MaskDroid: Robust Android Malware Detection with Masked Graph Representations

scientific article published on 18 October 2024

On Generative Agents in Recommendation

scientific article published on 11 July 2024

ROGER: Ranking-Oriented Generative Retrieval

scientific article published on 03 June 2024

Rethinking Conversational Agents in the Era of LLMs: Proactivity, Non-collaborativity, and Beyond

scientific article published on 28 November 2023

Search-in-the-Chain: Interactively Enhancing Large Language Models with Search for Knowledge-intensive Tasks

scientific article published on 08 May 2024

SoarGraph: Numerical Reasoning over Financial Table-Text Data via Semantic-Oriented Hierarchical Graphs

scientific article published on 28 April 2023

Towards Human-centered Proactive Conversational Agents

scientific article published on 11 July 2024

List of works by Tat-Seng Chua

A Picture Is Worth a Graph: A Blueprint Debate Paradigm for Multimodal Reasoning

A Survey on RAG Meeting LLMs: Towards Retrieval-Augmented Large Language Models

Bridging Items and Language: A Transition Paradigm for Large Language Model-Based Recommendation

CIRP: Cross-Item Relational Pre-training for Multimodal Product Bundling

Causal-driven Large Language Models with Faithful Reasoning for Knowledge Question Answering

Data-efficient Fine-tuning for LLM-based Recommendation

Fact :Teaching MLLMs with <u>Fa</u>ithful, <u>C</u>oncise and <u>T</u>ransferable Rationales

FashionReGen: LLM-Empowered Fashion Report Generation

I3: <u>I</u> ntent- <u>I</u> ntrospective Retrieval Conditioned on <u>I</u> nstructions

Invariant Collaborative Filtering to Popularity Distribution Shift

LGM <sup>3</sup> A '24: the 2nd Workshop on Large Generative Models Meet Multimodal Applications

LGM3A '23: 1st Workshop on Large Generative Models Meet Multimodal Applications

Large Language Model Powered Agents for Information Retrieval

Large Language Model Powered Agents in the Web

LayoutLLM-T2I: Eliciting Layout Guidance from LLM for Text-to-Image Generation

Learnable Item Tokenization for Generative Recommendation

Learning to Generate Explainable Stock Predictions using Self-Reflective Large Language Models

MM-Forecast: A Multimodal Approach to Temporal Event Forecasting with Large Language Models

MaskDroid: Robust Android Malware Detection with Masked Graph Representations

On Generative Agents in Recommendation

ROGER: Ranking-Oriented Generative Retrieval

Rethinking Conversational Agents in the Era of LLMs: Proactivity, Non-collaborativity, and Beyond

Search-in-the-Chain: Interactively Enhancing Large Language Models with Search for Knowledge-intensive Tasks

SoarGraph: Numerical Reasoning over Financial Table-Text Data via Semantic-Oriented Hierarchical Graphs

Towards Human-centered Proactive Conversational Agents

List of works by Tat-Seng Chua

A Picture Is Worth a Graph: A Blueprint Debate Paradigm for Multimodal Reasoning

A Survey on RAG Meeting LLMs: Towards Retrieval-Augmented Large Language Models

Bridging Items and Language: A Transition Paradigm for Large Language Model-Based Recommendation

CIRP: Cross-Item Relational Pre-training for Multimodal Product Bundling

Causal-driven Large Language Models with Faithful Reasoning for Knowledge Question Answering

Data-efficient Fine-tuning for LLM-based Recommendation

Fact :Teaching MLLMs with &lt;u&gt;Fa&lt;/u&gt;ithful, &lt;u&gt;C&lt;/u&gt;oncise and &lt;u&gt;T&lt;/u&gt;ransferable Rationales

FashionReGen: LLM-Empowered Fashion Report Generation

I3: <u>I</u> ntent- <u>I</u> ntrospective Retrieval Conditioned on <u>I</u> nstructions

Invariant Collaborative Filtering to Popularity Distribution Shift

LGM <sup>3</sup> A '24: the 2nd Workshop on Large Generative Models Meet Multimodal Applications

LGM3A '23: 1st Workshop on Large Generative Models Meet Multimodal Applications

Large Language Model Powered Agents for Information Retrieval

Large Language Model Powered Agents in the Web

LayoutLLM-T2I: Eliciting Layout Guidance from LLM for Text-to-Image Generation

Learnable Item Tokenization for Generative Recommendation

Learning to Generate Explainable Stock Predictions using Self-Reflective Large Language Models

MM-Forecast: A Multimodal Approach to Temporal Event Forecasting with Large Language Models

MaskDroid: Robust Android Malware Detection with Masked Graph Representations

On Generative Agents in Recommendation

ROGER: Ranking-Oriented Generative Retrieval

Rethinking Conversational Agents in the Era of LLMs: Proactivity, Non-collaborativity, and Beyond

Search-in-the-Chain: Interactively Enhancing Large Language Models with Search for Knowledge-intensive Tasks

SoarGraph: Numerical Reasoning over Financial Table-Text Data via Semantic-Oriented Hierarchical Graphs

Towards Human-centered Proactive Conversational Agents

Fact :Teaching MLLMs with <u>Fa</u>ithful, <u>C</u>oncise and <u>T</u>ransferable Rationales