Sparse q-learning: Offline reinforcement learning with implicit value regularization[C]//3rd Offline RL Workshop: Offline RL as a''Launchpad''. 2022. Sparse Q-Learning: Offline Reinforcement Learning with Implicit... 1.摘要内容理解: 这篇论文的核心发现是什么? (答案位于“ABSTRACT”小节) 这篇...
SQL与之间的CQL IQL OptiDICE均可以建立联系 ① CQL约束策略产生的Q函数而促进dataset中的Q函数;在SQL中(12)式中第一项若Q-V>0则会促进V函数,而第二项约束V函数,α起到了平衡作用;且SQL使用了与CQL相同的卡方-divergence来完成策略评估。相较于CQL,SQL只使用数据集以内的动作学习而CQL会使用策略产生的动作学...
the minimal realization of the world model. In this study, we analyze and improve Tsallis-based variational autoencoder (q-VAE), and reveal that, under an appropriate configuration, it always facilitates making the latent space sparse. Even if the dimension size of the pre-specified latent ...
We user50_nuimg_704x256for ablation studies andr50_nuimg_704x256_400q_36epfor comparison with others. We recommend usingr50_nuimg_704x256to validate new ideas since it trains faster and the result is more stable. FPS is measured with AMD 5800X CPU and RTX 3090 GPU (withoutfp16). ...
Byzantine-robust distributed learning has recently become an important topic in machine learning research. In this paper, we develop a Byzantine-resilient method for the distributed sparse M-estimation problem. When the loss function is non-smooth, it is computationally costly to solve the penalized ...
Fig. 1: A PCM-based memristor neural network incorporating the resistance drift for the consistency-induced weight increase under distributed computing and weight precision reduction for new learning method. A possible weight change in PCM memristor weight storage can be represented as a combination of...
A major contribution of the present work is to fill this gap and to highlight the benefits brought by the Z-property of the matrix Q. These contributions are of two kinds: analytical and computational. From an analytical perspective, we show in particular that in the special case where the...
The combination of sparse learning and list decoding of subspace codes for error correction in random network coding Your privacy, your choice We use essential cookies to make sure the site can function. We also use optional cookies for advertising, personalisation of content, usage analysis, and ...
Both ADAS-cog total 11, which is the 70 point total excluding Q4 (Delayed Word Recall) and Q14 (Number Cancellation), and ADAS-cog total 13, the 85 point total including Q4 and Q14, are significantly higher for MCI Converters than for MCI Non-Converters (p < 0.001); 4 ADAS-cog...
[transformers]" wget https://huggingface.co/neuralmagic/TinyLlama-1.1B-Chat-v0.4-pruned50-quant-ds/raw/main/recipe.yaml sparseml.transformers.text_generation.oneshot --model_name TinyLlama/TinyLlama-1.1B-Chat-v1.0 --dataset_name open_platypus --recipe recipe.yaml --output_dir ./obcq_...