Hung Le

Empowering Multi-Turn Tool-Integrated Agentic Reasoning with Group Turn Policy Optimization ACL 2026 Probabilities Are All You Need: A Probability-Only Approach to Uncertainty Estimation in Large Language Models AAAI 2026 Beyond the Known: Decision Making with Counterfactual Reasoning Decision Transformer IJCAI 2025 CodeTree: Agent-guided Tree Search for Code Generation with Large Language Models NAACL 2025 Dynamic Steering With Episodic Memory For Large Language Models ACL 2025 Fair Domain Generalization with Heterogeneous Sensitive Attributes Across Domains WACV 2025 Multi-Reference Preference Optimization for Large Language Models AAAI 2025 Navigating Social Dilemmas with LLM-based Agents via Consideration of Future Consequences IJCAI 2025 Rapid Selection and Ordering of In-Context Demonstrations via Prompt Embedding Clustering ICLR 2025 Sample Efficient Alignment Learning With Episodic Control EMNLP 2025 SimSMoE: Toward Efficient Training Mixture of Experts via Solving Representational Collapse NAACL 2025 Stable Hadamard Memory: Revitalizing Memory-Augmented Agents for Reinforcement Learning ICLR 2025 SuperRAG: Beyond RAG with Layout-Aware Graph Modeling NAACL 2025 CodeChain: Towards Modular Code Generation Through Chain of Self-revisions with Representative Sub-modules ICLR 2024 Diversifying Training Pool Predictability for Zero-shot Coordination: A Theory of Mind Approach IJCAI 2024 INDICT: Code Generation with Internal Dialogues of Critiques for Both Security and Helpfulness NeurIPS 2024 Learning Representations for Hierarchies with Minimal Support NeurIPS 2024 CodeT5+: Open Code Large Language Models for Code Understanding and Generation EMNLP 2023 Domain Generalization with Interpolation Robustness ACML 2023 Improving Out-of-distribution Generalization with Indirection Representations ICLR 2023 LAVIS: A One-stop Library for Language-Vision Intelligence ACL 2023 Memory-Augmented Theory of Mind Network AAAI 2023 Social Motivation for Modelling Other Agents under Partial Observability in Decentralised Training IJCAI 2023 CodeRL: Mastering Code Generation through Pretrained Models and Deep Reinforcement Learning NeurIPS 2022 Episodic Policy Gradient Training AAAI 2022 Generative Pseudo-Inverse Memory ICLR 2022 Make The Most of Prior Data: A Solution for Interactive Text Summarization with Preference Feedback NAACL 2022 Multimodal Dialogue State Tracking NAACL 2022 Neurocoder: General-Purpose Computation Using Stored Neural Programs ICML 2022 Towards Effective and Robust Neural Trojan Defenses via Input Filtering ECCV 2022 VGNMN: Video-grounded Neural Module Networks for Video-Grounded Dialogue Systems NAACL 2022 A New Representation of Successor Features for Transfer across Dissimilar Environments ICML 2021 DVD: A Diagnostic Dataset for Multi-step Reasoning in Video Grounded Dialogue ACL 2021 Learning Reasoning Paths over Semantic Graphs for Video-grounded Dialogues ICLR 2021 Model-Based Episodic Memory Induces Dynamic Hybrid Controls NeurIPS 2021 BiST: Bi-directional Spatio-Temporal Reasoning for Video-Grounded Dialogues EMNLP 2020 Neural Stored-program Memory ICLR 2020 Non-Autoregressive Dialog State Tracking ICLR 2020 Self-Attentive Associative Memory ICML 2020 UniConv: A Unified Conversational Neural Architecture for Multi-domain Task-oriented Dialogues EMNLP 2020 Video-Grounded Dialogues with Pretrained Generation Language Models ACL 2020 Learning to Remember More with Less Memorization ICLR 2019 Multimodal Transformer Networks for End-to-End Video-Grounded Dialogue Systems ACL 2019 Variational Memory Encoder-Decoder NeurIPS 2018