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Zero-shot Generalization

Papers

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Showing 451–500 of 572 papers

TitleStatusHype
Crosslingual Generalization through Multitask FinetuningCode2
Sequence-Based Plan Feasibility Prediction for Efficient Task and Motion Planning—0
Generative Negative Text Replay for Continual Vision-Language Pretraining—0
Learning Modular Simulations for Homogeneous SystemsCode1
Text2Model: Text-based Model Induction for Zero-shot Image Classification—0
What Language Model to Train if You Have One Million GPU Hours?Code3
CLUTR: Curriculum Learning via Unsupervised Task Representation LearningCode0
Turbocharging Solution Concepts: Solving NEs, CEs and CCEs with Neural Equilibrium Solvers—0
MAgNet: Mesh Agnostic Neural PDE SolverCode1
VIMA: General Robot Manipulation with Multimodal PromptsCode2
Zemi: Learning Zero-Shot Semi-Parametric Language Models from Multiple TasksCode1
PART: Pre-trained Authorship Representation TransformerCode1
WeLM: A Well-Read Pre-trained Language Model for Chinese—0
Compositional generalization through abstract representations in human and artificial neural networks—0
Test-Time Prompt Tuning for Zero-Shot Generalization in Vision-Language ModelsCode2
Concept-modulated model-based offline reinforcement learning for rapid generalization—0
Interaction Modeling with Multiplex Attention—0
Expanding Language-Image Pretrained Models for General Video RecognitionCode3
LAD: Language Models as Data for Zero-Shot DialogCode0
Parameter-Efficient Prompt Tuning Makes Generalized and Calibrated Neural Text RetrieversCode4
A Multi-Task BERT Model for Schema-Guided Dialogue State TrackingCode1
Show, Don’t Tell: Demonstrations Outperform Descriptions for Schema-Guided Task-Oriented Dialogue—0
BigBIO: A Framework for Data-Centric Biomedical Natural Language ProcessingCode2
Long Range Language Modeling via Gated State SpacesCode0
Curious Exploration via Structured World Models Yields Zero-Shot Object Manipulation—0
AnyMorph: Learning Transferable Polices By Inferring Agent Morphology—0
Language Models are General-Purpose Interfaces—0
Transductive CLIP with Class-Conditional Contrastive Learning—0
Matching options to tasks using Option-Indexed Hierarchical Reinforcement Learning—0
GAMR: A Guided Attention Model for (visual) ReasoningCode0
RACA: Relation-Aware Credit Assignment for Ad-Hoc Cooperation in Multi-Agent Deep Reinforcement Learning—0
VQ-AR: Vector Quantized Autoregressive Probabilistic Time Series Forecasting—0
Eliciting and Understanding Cross-Task Skills with Task-Level Mixture-of-ExpertsCode0
Multimodal Knowledge Alignment with Reinforcement LearningCode1
Answer-Me: Multi-Task Open-Vocabulary Visual Question Answering—0
What Language Model Architecture and Pretraining Objective Work Best for Zero-Shot Generalization?Code1
Show, Don't Tell: Demonstrations Outperform Descriptions for Schema-Guided Task-Oriented Dialogue—0
Imitating, Fast and Slow: Robust learning from demonstrations via decision-time planning—0
MetaMorph: Learning Universal Controllers with TransformersCode1
SemSup: Semantic Supervision for Simple and Scalable Zero-shot GeneralizationCode0
Inference of Affordances and Active Motor Control in Simulated Agents—0
Do Transformers know symbolic rules, and would we know if they did?—0
Factored World Models for Zero-Shot Generalization in Robotic ManipulationCode0
Contextualize Me -- The Case for Context in Reinforcement LearningCode1
ZeroPrompt: Scaling Prompt-Based Pretraining to 1,000 Tasks Improves Zero-Shot Generalization—0
CABACE: Injecting Character Sequence Information and Domain Knowledge for Enhanced Acronym and Long-Form ExtractionCode0
Automated Domain Discovery from Multiple Sources to Improve Zero-Shot GeneralizationCode0
Zero-shot Audio Source Separation through Query-based Learningfrom Weakly-labeled Data—0
Zero-shot Audio Source Separation through Query-based Learning from Weakly-labeled DataCode1
Improving Zero-shot Generalization in Offline Reinforcement Learning using Generalized Similarity Functions—0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1GR-MGAvg. sequence length4.04—Unverified
2MoDEAvg. sequence length4.01—Unverified
3RoboUniViewAvg. sequence length3.65—Unverified
43D Diffuser ActorAvg. sequence length3.27—Unverified
5GR-1Avg. sequence length3.06—Unverified