Peng Li

GIFT: Guided Fine-Tuning and Transfer for Enhancing Instruction-Tuned Language Models ACL 2026 InstructDiff: Domain-Adaptive Data Selection via Contrastive Entropy for Efficient LLM Fine-Tuning ACL 2026 MUSEG: Reinforcing Video Temporal Understanding via Timestamp-Aware Multi-Segment Grounding ACL 2026 Khan-GCL: Kolmogorov–Arnold Network Based Graph Contrastive Learning with Hard Negatives AAAI 2026 AMS-KV: Adaptive KV Caching in Multi-Scale Visual Autoregressive Transformers AAAI 2026 Visual-Friendly Concept Protection via Selective Adversarial Perturbations AAAI 2026 Embodied-Reasoner: Synergizing Visual Search, Reasoning, and Action for Embodied Interactive Tasks ACL 2026 Writing-RL: Advancing Long-form Writing via Adaptive Curriculum Reinforcement Learning ACL 2026 SPPO: Sequence-Level PPO for Long-Horizon Reasoning Tasks ACL 2026 Scaling External Knowledge Input Beyond Context Windows of LLMs via Multi-Agent Collaboration ACL 2026 PATIMT-Bench: A Multi-Scenario Benchmark for Position-Aware Text Image Machine Translation in Large Vision-Language Models EMNLP 2025 DongbaMIE: A Multimodal Information Extraction Dataset for Evaluating Semantic Understanding of Dongba Pictograms EMNLP 2025 MUCAR: Benchmarking Multilingual Cross-Modal Ambiguity Resolution for Multimodal Large Language Models EMNLP 2025 G2: Guided Generation for Enhanced Output Diversity in LLMs EMNLP 2025 Gradient-guided Attention Map Editing: Towards Efficient Contextual Hallucination Mitigation NAACL 2025 PSHuman: Photorealistic Single-image 3D Human Reconstruction using Cross-Scale Multiview Diffusion and Explicit Remeshing CVPR 2025 Contrastive Private Data Synthesis via Weighted Multi-PLM Fusion ICML 2025 Earlier Tokens Contribute More: Learning Direct Preference Optimization From Temporal Decay Perspective ICLR 2025 Leveraging Language-based Representations for Better Solving Symbol-related Problems with Large Language Models COLING 2025 Scaffolding Coordinates to Promote Vision-Language Coordination in Large Multi-Modal Models COLING 2025 Rethinking Long Context Generation from the Continual Learning Perspective COLING 2025 CoSpace: Benchmarking Continuous Space Perception Ability for Vision-Language Models CVPR 2025 AdaMMS: Model Merging for Heterogeneous Multimodal Large Language Models with Unsupervised Coefficient Optimization CVPR 2025 Align3R: Aligned Monocular Depth Estimation for Dynamic Videos CVPR 2025 Perspective Transition of Large Language Models for Solving Subjective Tasks ACL 2025 ActiView: Evaluating Active Perception Ability for Multimodal Large Language Models ACL 2025 Semi-Clairvoyant Scheduling of Speculative Decoding Requests to Minimize LLM Inference Latency IJCAI 2025 MASTER: A Multi-granularity Invariant Structure Clustering Scheme for Multi-view Clustering IJCAI 2025 LVAgent: Long Video Understanding by Multi-Round Dynamical Collaboration of MLLM Agents ICCV 2025 Adversarial Robust Memory-Based Continual Learner ICCV 2025 How Do Multimodal Large Language Models Handle Complex Multimodal Reasoning? Placing Them in An Extensible Escape Game ICCV 2025 Reducing Speech Distortion and Artifacts for Speech Enhancement by Loss Function INTERSPEECH 2024 Era3D: High-Resolution Multiview Diffusion using Efficient Row-wise Attention NIPS 2024 Multi-agent Reinforcement Learning with Hybrid Action Space for Free Gait Motion Planning of Hexapod Robots CORL 2024 Set Prediction Guided by Semantic Concepts for Diverse Video Captioning AAAI 2024 Semi-supervised Learning of Dynamical Systems with Neural Ordinary Differential Equations: A Teacher-Student Model Approach AAAI 2024 Agent-Pro: Learning to Evolve via Policy-Level Reflection and Optimization ACL 2024 CODIS: Benchmarking Context-dependent Visual Comprehension for Multimodal Large Language Models ACL 2024 Enhancing Multilingual Capabilities of Large Language Models through Self-Distillation from Resource-Rich Languages ACL 2024 Browse and Concentrate: Comprehending Multimodal Content via Prior-LLM Context Fusion ACL 2024 Model Composition for Multimodal Large Language Models ACL 2024 Reasoning in Conversation: Solving Subjective Tasks through Dialogue Simulation for Large Language Models ACL 2024 Budget-Constrained Tool Learning with Planning ACL 2024 PANDA: Preference Adaptation for Enhancing Domain-Specific Abilities of LLMs ACL 2024 StableToolBench: Towards Stable Large-Scale Benchmarking on Tool Learning of Large Language Models ACL 2024 FedLF: Adaptive Logit Adjustment and Feature Optimization in Federated Long-Tailed Learning ACML 2024 DEEM: Dynamic Experienced Expert Modeling for Stance Detection COLING 2024 Pluggable Neural Machine Translation Models via Memory-augmented Adapters COLING 2024 ToolRerank: Adaptive and Hierarchy-Aware Reranking for Tool Retrieval COLING 2024 EgoThink: Evaluating First-Person Perspective Thinking Capability of Vision-Language Models CVPR 2024 Weakly-Supervised Emotion Transition Learning for Diverse 3D Co-speech Gesture Generation CVPR 2024 On Learning Discriminative Features from Synthesized Data for Self-Supervised Fine-Grained Visual Recognition ECCV 2024 FuseGen: PLM Fusion for Data-generation based Zero-shot Learning EMNLP 2024 Position: Towards Unified Alignment Between Agents, Humans, and Environment ICML 2024 High-Dimensional Bayesian Optimization via Semi-Supervised Learning with Optimized Unlabeled Data Sampling ICML 2024 Amend to Alignment: Decoupled Prompt Tuning for Mitigating Spurious Correlation in Vision-Language Models ICML 2024 Learn and Consolidate: Continual Adaptation for Zero-Shot and Multilingual Neural Machine Translation EMNLP 2023 Revisiting Source Context in Nearest Neighbor Machine Translation EMNLP 2023 Failures Pave the Way: Enhancing Large Language Models through Tuning-free Rule Accumulation EMNLP 2023 AutoNF: Automated Architecture Optimization of Normalizing Flows with Unconstrained Continuous Relaxation Admitting Optimal Discrete Solution AAAI 2023 AHPA: Adaptive Horizontal Pod Autoscaling Systems on Alibaba Cloud Container Service for Kubernetes AAAI 2023 Prompt-Guided Retrieval Augmentation for Non-Knowledge-Intensive Tasks ACL 2023 Knowledge Transfer in Incremental Learning for Multilingual Neural Machine Translation ACL 2023 An Extensible Plug-and-Play Method for Multi-Aspect Controllable Text Generation ACL 2023 Bridging the Gap between Decision and Logits in Decision-based Knowledge Distillation for Pre-trained Language Models ACL 2023 Hard Sample Aware Prompt-Tuning ACL 2023 Plug-and-Play Knowledge Injection for Pre-trained Language Models ACL 2023 Weakly Supervised Vision-and-Language Pre-training with Relative Representations ACL 2023 CodeIE: Large Code Generation Models are Better Few-Shot Information Extractors ACL 2023 Continual Knowledge Distillation for Neural Machine Translation ACL 2023 Improving Adversarial Robustness of Deep Equilibrium Models with Explicit Regulations Along the Neural Dynamics ICML 2023 Exploiting Contextual Objects and Relations for 3D Visual Grounding NIPS 2023 Unified Detoxifying and Debiasing in Language Generation via Inference-time Adaptive Optimization ICLR 2023 Self-Knowledge Guided Retrieval Augmentation for Large Language Models EMNLP 2023 Filling the Image Information Gap for VQA: Prompting Large Language Models to Proactively Ask Questions EMNLP 2023 Learning Visibility Field for Detailed 3D Human Reconstruction and Relighting CVPR 2023 MAVEN-ERE: A Unified Large-scale Dataset for Event Coreference, Temporal, Causal, and Subevent Relation Extraction EMNLP 2022 Packed Levitated Marker for Entity and Relation Extraction ACL 2022 Unsupervised Dependency Graph Network ACL 2022 CTRLEval: An Unsupervised Reference-Free Metric for Evaluating Controlled Text Generation ACL 2022 Event Detection with Dual Relational Graph Attention Networks COLING 2022 ROSE: Robust Selective Fine-tuning for Pre-trained Language Models EMNLP 2022 A Template-based Method for Constrained Neural Machine Translation EMNLP 2022 Entropy-Based Vocabulary Substitution for Incremental Learning in Multilingual Neural Machine Translation EMNLP 2022 End-to-End Unsupervised Vision-and-Language Pre-training with Referring Expression Matching EMNLP 2022 From Mimicking to Integrating: Knowledge Integration for Pre-Trained Language Models EMNLP 2022 Partial Could Be Better than Whole. HW-TSC 2022 Submission for the Metrics Shared Task EMNLP 2022 I Can Find You! Boundary-Guided Separated Attention Network for Camouflaged Object Detection AAAI 2022 On Transferability of Prompt Tuning for Natural Language Processing NAACL 2022 Knowledge Inheritance for Pre-trained Language Models NAACL 2022 Fully Hyperbolic Neural Networks ACL 2022 A Simple but Effective Pluggable Entity Lookup Table for Pre-trained Language Models ACL 2022 MoEfication: Transformer Feed-forward Layers are Mixtures of Experts ACL 2022 ELLE: Efficient Lifelong Pre-training for Emerging Data ACL 2022 Do Pre-trained Models Benefit Knowledge Graph Completion? A Reliable Evaluation and a Reasonable Approach ACL 2022 Rethinking the Promotion Brought by Contrastive Learning to Semi-Supervised Node Classification IJCAI 2022 A Closed-Loop Perception, Decision-Making and Reasoning Mechanism for Human-Like Navigation IJCAI 2022 Dynamic Knowledge Distillation for Pre-trained Language Models EMNLP 2021 CodRED: A Cross-Document Relation Extraction Dataset for Acquiring Knowledge in the Wild EMNLP 2021 RAP: Robustness-Aware Perturbations for Defending against Backdoor Attacks on NLP Models EMNLP 2021 CascadeBERT: Accelerating Inference of Pre-trained Language Models via Calibrated Complete Models Cascade EMNLP 2021 WeChat Neural Machine Translation Systems for WMT21 EMNLP 2021 Deep Reinforcement Learning for Multi-contact Motion Planning of Hexapod Robots IJCAI 2021 CLEVE: Contrastive Pre-training for Event Extraction ACL 2021 GoG: Relation-aware Graph-over-Graph Network for Visual Dialog ACL 2021 Multimodal Incremental Transformer with Visual Grounding for Visual Dialogue Generation ACL 2021 Unsupervised Knowledge Selection for Dialogue Generation ACL 2021 GoG: Relation-aware Graph-over-Graph Network for Visual Dialog IJCNLP 2021 CLEVE: Contrastive Pre-training for Event Extraction IJCNLP 2021 ERICA: Improving Entity and Relation Understanding for Pre-trained Language Models via Contrastive Learning ACL 2021 Unsupervised Knowledge Selection for Dialogue Generation IJCNLP 2021 Manual Evaluation Matters: Reviewing Test Protocols of Distantly Supervised Relation Extraction ACL 2021 Guiding Non-Autoregressive Neural Machine Translation Decoding with Reordering Information AAAI 2021 Aspect-Level Sentiment-Controllable Review Generation with Mutual Learning Framework AAAI 2021 Rethinking Stealthiness of Backdoor Attack against NLP Models ACL 2021 Rethinking Stealthiness of Backdoor Attack against NLP Models IJCNLP 2021 Backpropagated Neighborhood Aggregation for Accurate Training of Spiking Neural Networks ICML 2021 ERICA: Improving Entity and Relation Understanding for Pre-trained Language Models via Contrastive Learning IJCNLP 2021 Manual Evaluation Matters: Reviewing Test Protocols of Distantly Supervised Relation Extraction IJCNLP 2021 Context Tracking Network: Graph-based Context Modeling for Implicit Discourse Relation Recognition NAACL 2021 Topology-Imbalance Learning for Semi-Supervised Node Classification NIPS 2021 Multimodal Incremental Transformer with Visual Grounding for Visual Dialogue Generation IJCNLP 2021 Measuring and Relieving the Over-Smoothing Problem for Graph Neural Networks from the Topological View AAAI 2020 Bridging the Gap between Prior and Posterior Knowledge Selection for Knowledge-Grounded Dialogue Generation EMNLP 2020 Temporal Spike Sequence Learning via Backpropagation for Deep Spiking Neural Networks NIPS 2020 Learning from Context or Names? An Empirical Study on Neural Relation Extraction EMNLP 2020 Coreferential Reasoning Learning for Language Representation EMNLP 2020 Learning to Recover from Multi-Modality Errors for Non-Autoregressive Neural Machine Translation ACL 2020 WeChat Neural Machine Translation Systems for WMT20 EMNLP 2020 More Data, More Relations, More Context and More Openness: A Review and Outlook for Relation Extraction AACL 2020 Continual Relation Learning via Episodic Memory Activation and Reconsolidation ACL 2020 Neural Gibbs Sampling for Joint Event Argument Extraction AACL 2020 Multi-Instance Multi-Label Action Recognition and Localization Based on Spatio-Temporal Pre-Trimming for Untrimmed Videos AAAI 2020 Hierarchical Knowledge Squeezed Adversarial Network Compression AAAI 2020 DMRM: A Dual-Channel Multi-Hop Reasoning Model for Visual Dialog AAAI 2020 MAVEN: A Massive General Domain Event Detection Dataset EMNLP 2020 Disentangle-based Continual Graph Representation Learning EMNLP 2020 HMEAE: Hierarchical Modular Event Argument Extraction EMNLP 2019 FewRel 2.0: Towards More Challenging Few-Shot Relation Classification EMNLP 2019 DocRED: A Large-Scale Document-Level Relation Extraction Dataset ACL 2019 Towards Fine-grained Text Sentiment Transfer ACL 2019 Key Fact as Pivot: A Two-Stage Model for Low Resource Table-to-Text Generation ACL 2019 NumNet: Machine Reading Comprehension with Numerical Reasoning IJCNLP 2019 Spike-Train Level Backpropagation for Training Deep Recurrent Spiking Neural Networks NIPS 2019 Adversarial Training for Weakly Supervised Event Detection NAACL 2019 FewRel 2.0: Towards More Challenging Few-Shot Relation Classification IJCNLP 2019 NumNet: Machine Reading Comprehension with Numerical Reasoning EMNLP 2019 HMEAE: Hierarchical Modular Event Argument Extraction IJCNLP 2019 A Dual Reinforcement Learning Framework for Unsupervised Text Style Transfer IJCAI 2019 Hybrid Macro/Micro Level Backpropagation for Training Deep Spiking Neural Networks NIPS 2018 Hierarchical Relation Extraction with Coarse-to-Fine Grained Attention EMNLP 2018 Attentive Path Combination for Knowledge Graph Completion ACML 2017 Ensemble Learning for Countermeasure of Audio Replay Spoofing Attack in ASVspoof2017 INTERSPEECH 2017 UTA DLNLP at SemEval-2016 Task 1: Semantic Textual Similarity: A Unified Framework for Semantic Processing and Evaluation SEMEVAL 2016 UTA DLNLP at SemEval-2016 Task 12: Deep Learning Based Natural Language Processing System for Clinical Information Identification from Clinical Notes and Pathology Reports SEMEVAL 2016 Multi-Granularity Chinese Word Embedding EMNLP 2016 Relation Extraction with Multi-instance Multi-label Convolutional Neural Networks COLING 2016 A Neural Reordering Model for Phrase-based Translation COLING 2014 Recursive Autoencoders for ITG-Based Translation EMNLP 2013 Similarity Metric Learning for Face Recognition ICCV 2013 Distance Metric Learning with Eigenvalue Optimization JMLR 2012 A Beam Search Algorithm for ITG Word Alignment COLING 2012 Generating Aspect-oriented Multi-Document Summarization with Event-aspect model EMNLP 2011 Generating Templates of Entity Summaries with an Entity-Aspect Model and Pattern Mining ACL 2010 Using Clustering to Improve Retrieval Evaluation without Relevance Judgments COLING 2010 Fast-Champollion: A Fast and Robust Sentence Alignment Algorithm COLING 2010 Clustering to Find Exemplar Terms for Keyphrase Extraction EMNLP 2009