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Papers
AMLB: an AutoML Benchmark
JMLR 2024
Conditional Language Policy: A General Framework For Steerable Multi-Objective Finetuning
EMNLP 2024
David helps Goliath: Inference-Time Collaboration Between Small Specialized and Large General Diffusion LMs
NAACL 2024
Mixture of Nested Experts: Adaptive Processing of Visual Tokens
NeurIPS 2024
Overload: Latency Attacks on Object Detection for Edge Devices
CVPR 2024
Plug-in Language Model: Controlling Text Generation with a Simple Regression Model
NAACL 2024
Tell Your Model Where to Attend: Post-hoc Attention Steering for LLMs
ICLR 2024
Towards Fast Multilingual LLM Inference: Speculative Decoding and Specialized Drafters
EMNLP 2024
Understanding the Impact of Introducing Constraints at Inference Time on Generalization Error
ICML 2024
Data Minimization at Inference Time
NeurIPS 2023
DFPC: Data flow driven pruning of coupled channels without data.
ICLR 2023
Extremely Simple Activation Shaping for Out-of-Distribution Detection
ICLR 2023
Findings of the WMT 2023 Shared Task on Machine Translation with Terminologies
EMNLP 2023
FSR: A General Frequency-Oriented Framework to Accelerate Image Super-resolution Networks
AAAI 2023
IMBERT: Making BERT Immune to Insertion-based Backdoor Attacks
ACL 2023
Memorization Capacity of Neural Networks with Conditional Computation
ICLR 2023
Robust Perception through Equivariance
ICML 2023
Active Few-Shot Learning for Sound Event Detection
Interspeech 2022
Anytime Learning of Sum-Product and Sum-Product-Max Networks
PGM 2022
Conformal Predictor for Improving Zero-Shot Text Classification Efficiency
EMNLP 2022
Effective Model Sparsification by Scheduled Grow-and-Prune Methods
ICLR 2022
Fast Vocabulary Transfer for Language Model Compression
EMNLP 2022
Optimal channel selection with discrete QCQP
AISTATS 2022
ZeroC: A Neuro-Symbolic Model for Zero-shot Concept Recognition and Acquisition at Inference Time
NeurIPS 2022
Attention Head Masking for Inference Time Content Selection in Abstractive Summarization
NAACL 2021