Li Shen
~Li_Shen1
93
论文总数
46.5
年均投稿
平均评分
接收情况55/93
会议分布
ICLR
49
NeurIPS
31
ICML
13
发表论文 (93 篇)
202566 篇
4
Targeted Low-rank Refinement: Enhancing Sparse Language Models with Precision
ICML 2025Poster
4
Targeted Low-rank Refinement: Enhancing Sparse Neural Networks with Precision
ICLR 2025withdrawn
4
Continuous Spiking Graph ODE Networks
ICLR 2025withdrawn
5
Adaptive Defense against Harmful Fine-Tuning for Large Language Models via Bayesian Data Scheduler
NeurIPS 2025Spotlight
4
Value-Guided Decision Transformer: A Unified Reinforcement Learning Framework for Online and Offline Settings
NeurIPS 2025Poster
4
Layer as Puzzle Pieces: Compressing Large Language Models through Layer Concatenation
NeurIPS 2025Poster
3
AlignIQL: Policy Alignment in Implicit Q-Learning through Constrained Optimization
ICLR 2025Rejected
3
Learning with User-Level Local Differential Privacy
ICLR 2025Rejected
4
Simultaneous Computation and Memory Efficient Zeroth-Order Optimizer for Fine-Tuning Large Language Models
ICLR 2025withdrawn
4
PEARL: Towards Permutation-Resilient LLMs
ICLR 2025Poster
4
LightSAM: Parameter-Agnostic Sharpness-Aware Minimization
ICLR 2025withdrawn
3
Exploring One-Shot Federated Learning by Model Inversion and Token Relabel with Vision Transformers
ICLR 2025Rejected
4
FusionBench: A Comprehensive Benchmark of Deep Model Fusion
ICLR 2025Rejected
4
Decision Mixer: Integrating Long-term and Local Dependencies via Dynamic Token Selection for Decision-Making
ICML 2025Poster
5
Dynamic Neural Fortresses: An Adaptive Shield for Model Extraction Defense
ICLR 2025Poster
4
Convergent Differential Privacy Analysis for General Federated Learning
NeurIPS 2025Rejected
5
Beyond Two-Stage Training: Integrating SFT and RL for Improved Reasoning in LLMs
NeurIPS 2025Rejected
4
Panacea: Mitigating Harmful Fine-tuning for Large Language Models via Post-fine-tuning Perturbation
NeurIPS 2025Poster
4
Towards Understanding Memory buffer based Continual Learning
ICLR 2025withdrawn
4
Modeling Multi-Task Model Merging as Adaptive Projective Gradient Descent
ICML 2025Poster
4
Vulnerability-Aware Alignment: Mitigating Uneven Forgetting in Harmful Fine-Tuning
ICML 2025Poster
5
Safety Reasoning with Guidelines
ICML 2025Poster
4
Merging on the Fly Without Retraining: A Sequential Approach to Scalable Continual Model Merging
NeurIPS 2025Poster
4
CHPO: Constrained Hybrid-action Policy Optimization for Reinforcement Learning
NeurIPS 2025Poster
4
Solving Continual Offline RL through Selective Weights Activation on Aligned Spaces
ICLR 2025Rejected
4
Continual Model Merging without Data: Dual Projections for Balancing Stability and Plasticity
NeurIPS 2025Poster
4
LoRA Recycle: Towards Fine-Tuning-Free Visual Foundation Model via Double-Efficient Data-Free Meta-Learning
ICLR 2025withdrawn
4
Open-Vocabulary Customization from CLIP via Data-Free Knowledge Distillation
ICLR 2025Oral
4
Tackling Continual Offline RL through Selective Weights Activation on Aligned Spaces
NeurIPS 2025Poster
4
Network Sparsity Unlocks the Scaling Potential of Deep Reinforcement Learning
ICML 2025Oral
4
Contextual Bandits for Unbounded Context Distributions
ICML 2025Poster
4
Enhancing Learning with Label Differential Privacy by Vector Approximation
ICLR 2025Spotlight
3
Efficient Federated Learning against Byzantine Attacks and Data Heterogeneity via Aggregating Normalized Gradients
NeurIPS 2025Poster
3
Self-Verification Provably Prevents Model Collapse in Recursive Synthetic Training
NeurIPS 2025Poster
4
RobustMerge: Parameter-Efficient Model Merging for MLLMs with Direction Robustness
NeurIPS 2025Spotlight
4
AlphaDecay: Module-wise Weight Decay for Heavy-Tailed Balancing in LLMs
NeurIPS 2025Poster
4
Mix Data or Merge Models? Balancing the Helpfulness, Honesty, and Harmlessness of Large Language Model via Model Merging
NeurIPS 2025Poster
5
Near-Optimal Online Learning for Multi-Agent Submodular Coordination: Tight Approximation and Communication Efficiency
ICLR 2025Spotlight
4
MixPrompt: Efficient Mixed Prompting for Multimodal Semantic Segmentation
NeurIPS 2025Poster
3
Language Model for Large-Text Transmission in Noisy Quantum Communications
ICLR 2025withdrawn
4
NBSP: A Neuron-Level Framework for Balancing Stability and Plasticity in Deep Reinforcement Learning
NeurIPS 2025Rejected
4
Analytic Energy-Guided Policy Optimization for Offline Reinforcement Learning
NeurIPS 2025Poster
4
Robust Policy Expansion for Offline-to-Online RL under Diverse Data Corruption
NeurIPS 2025Poster
4
Continual Task Learning through Adaptive Policy Self-Composition
ICLR 2025withdrawn
4
Memory-Efficient Block Coordinate Descent for Hessian-Informed Zeroth-Order Optimizer
ICLR 2025withdrawn
4
Mitigating the Backdoor Effect for Multi-Task Model Merging via Safety-Aware Subspace
ICLR 2025Poster
3
Mask-Enhanced Autoregressive Prediction: Pay Less Attention to Learn More
ICML 2025Poster
4
Mastering Massive Multi-Task Reinforcement Learning via Mixture-of-Expert Decision Transformer
ICML 2025Poster
4
Memory Efficient Block Coordinate Descent Method for Forward-Only Second-Order Finetuning of LLM Models
ICML 2025Rejected
4
Combatting Dimensional Collapse in LLM Pre-Training Data via Submodular File Selection
ICLR 2025Oral
4
Understanding the Stability-based Generalization of Personalized Federated Learning
ICLR 2025Poster
4
Retrieval-Augmented Perception: High-resolution Image Perception Meets Visual RAG
ICML 2025Oral
4
RoMa: A Robust Model Watermarking Scheme for Protecting IP in Diffusion Models
NeurIPS 2025Poster
3
Multinoulli Extension: A Lossless Yet Effective Probabilistic Framework for Subset Selection over Partition Constraints
ICML 2025Poster
3
Unveiling the Power of Multiple Gossip Steps: A Stability-Based Generalization Analysis in Decentralized Training
NeurIPS 2025Spotlight
4
Towards Constraint-aware Learning for Resource Allocation in NFV-enabled Networks
ICLR 2025Rejected
5
DynamicKV: Task-Aware Adaptive KV Cache Compression for Long Context LLMs
ICLR 2025Rejected
4
Vad-R1: Towards Video Anomaly Reasoning via Perception-to-Cognition Chain-of-Thought
NeurIPS 2025Poster
3
GraphCL: Graph-based Clustering for Semi-Supervised Medical Image Segmentation
ICML 2025Poster
4
Effective Policy Learning for Multi-Agent Online Coordination Beyond Submodular Objectives
NeurIPS 2025Poster
4
R1-ShareVL: Incentivizing Reasoning Capabilities of Multimodal Large Language Models via Share-GRPO
NeurIPS 2025Poster
4
AGLP: A Graph Learning Perspective for Semi-supervised Domain Adaptation
ICLR 2025withdrawn
4
Open-World Test-Time Training: Self-Training with Contrastive Learning
ICLR 2025withdrawn
3
SgCG: Semantic-guided Contrastive Generalization for Medical Image Segmentation
ICLR 2025withdrawn
4
Ada-R1: Hybrid-CoT via Bi-Level Adaptive Reasoning Optimization
NeurIPS 2025Poster
4
Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search
NeurIPS 2025Spotlight
202427 篇
4
A-FedPD: Aligning Dual-Drift is All Federated Primal-Dual Learning Needs
NeurIPS 2024Spotlight
4
Which mode is better for federated learning? Centralized or Decentralized
ICLR 2024Rejected
4
Exploring the Generalization Capabilities of AID-based Bi-level Optimization
ICLR 2024Rejected
4
Solving Continual Offline Reinforcement Learning with Decision Transformer
ICLR 2024withdrawn
4
Prompt Tuning with Diffusion for Few-Shot Pre-trained Policy Generalization
ICLR 2024Rejected
4
Decomposed Prompt Decision Transformer for Efficient Unseen Task Generalization
NeurIPS 2024Poster
4
Learning Multi-Agent Communication from Graph Modeling Perspective
ICLR 2024Poster
4
Graph Decision Transformer
ICLR 2024withdrawn
4
Prompt-Tuning Decision Transformer with Preference Ranking
ICLR 2024withdrawn
4
Parameter-Efficient Multi-Task Model Fusion with Partial Linearization
ICLR 2024Poster
4
Task-Distributionally Robust Data-Free Meta-Learning
ICLR 2024withdrawn
3
A Huber Loss Minimization Approach to Mean Estimation under User-level Differential Privacy
NeurIPS 2024Poster
4
($\texttt{PASS}$) Visual Prompt Locates Good Structure Sparisty through a Recurent HyperNetwork
ICLR 2024Rejected
4
A Unified and General Framework for Continual Learning
ICLR 2024Poster
4
AdaMerging: Adaptive Model Merging for Multi-Task Learning
ICLR 2024Poster
3
Improving Non-Transferable Representation Learning by Harnessing Content and Style
ICLR 2024Spotlight
5
DREAM: Dual Structured Exploration with Mixup for Open-set Graph Domain Adaption
ICLR 2024Poster
5
Graph-PDE: Coupled ODE Structure for Graph Neural Networks
ICLR 2024withdrawn
4
Uncovering, Explaining, and Mitigating the Superficial Safety of Backdoor Defense
NeurIPS 2024Spotlight
4
Boosting Backdoor Attack with A Learnable Poisoning Sample Selection Strategy
ICLR 2024Rejected
4
Enhancing Personal Decentralized Federated Learning through Model Decoupling
ICLR 2024Rejected
4
Asymmetrically Decentralized Federated Learning
ICLR 2024withdrawn
4
Federated Tuning for Black Box Large Models
ICLR 2024withdrawn
3
Instructed Diffuser with Temporal Condition Guidance for Offline Reinforcement Learning
ICLR 2024withdrawn
4
Revisiting Plasticity in Visual Reinforcement Learning: Data, Modules and Training Stages
ICLR 2024Poster
4
Are Large Language Models Really Robust to Word-Level Perturbations?
ICLR 2024withdrawn
3
Is Mamba Compatible with Trajectory Optimization in Offline Reinforcement Learning?
NeurIPS 2024Poster