Methods › Reinforcement Learning › Randomized Value Functions › REM
Random Ensemble Mixture
REM
Introduced by Rishabh Agarwal et al. in An Optimistic Perspective on Offline Reinforcement Learning
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
Random Ensemble Mixture (REM) is an easy to implement extension of DQN inspired by Dropout. The key intuition behind REM is that if one has access to multiple estimates of Q-values, then a weighted combination of the Q-value estimates is also an estimate for Q-values. Accordingly, in each training step, REM randomly combines multiple Q-value estimates and uses this random combination for robust training.
Papers archive 2025-07-28
30 shown of 48, newest first. Repository counts are the archive's code-links table. A Syntology line states what Syntology ran from that paper's harvested code; it is per sample and not a correctness claim.
-
Getting More from Less: Transfer Learning Improves Sleep Stage Decoding Accuracy in Peripheral Wearable Devices 31 May 2025 · 0 repositories · arXiv:2506.00730
-
REM: A Scalable Reinforced Multi-Expert Framework for Multiplex Influence Maximization 1 Jan 2025 · 0 repositories · arXiv:2501.00779
-
MobileNetV2: A lightweight classification model for home-based sleep apnea screening 28 Dec 2024 · 1 repository · arXiv:2412.19967
-
ECG-SleepNet: Deep Learning-Based Comprehensive Sleep Stage Classification Using ECG Signals 2 Dec 2024 · 0 repositories · arXiv:2412.01929
-
ReferEverything: Towards Segmenting Everything We Can Speak of in Videos 30 Oct 2024 · 0 repositories · arXiv:2410.23287
-
Efficient and Private Marginal Reconstruction with Local Non-Negativity 1 Oct 2024 · 1 repository · arXiv:2410.01091Syntology ran 17 of 25 samples · 8 unverified · 25 pointer-only (licence)
-
Optimizing Photoplethysmography-Based Sleep Staging Models by Leveraging Temporal Context for Wearable Devices Applications 1 Oct 2024 · 0 repositories · arXiv:2410.00693
-
Post-hoc Utterance Refining Method by Entity Mining for Faithful Knowledge Grounded Conversations 16 Jun 2024 · 1 repository · arXiv:2406.10809
-
Evaluating the Influence of Temporal Context on Automatic Mouse Sleep Staging through the Application of Human Models 6 Jun 2024 · 0 repositories · arXiv:2406.16911
-
Nonlinear Transformations Against Unlearnable Datasets 5 Jun 2024 · 0 repositories · arXiv:2406.02883
-
Spatial-temporal analysis of neural desynchronization in sleep-like states reveals critical dynamics 28 May 2024 · 0 repositories · arXiv:2405.18329
-
Sparse Bayesian Learning-Based Hierarchical Construction for 3D Radio Environment Maps Incorporating Channel Shadowing 13 Mar 2024 · 0 repositories · arXiv:2403.08323
-
Interference Mitigation in LEO Constellations with Limited Radio Environment Information 19 Feb 2024 · 0 repositories · arXiv:2402.12103
-
Improving Token-Based World Models with Parallel Observation Prediction 8 Feb 2024 · 1 repository · arXiv:2402.05643Syntology ran 7 of 9 samples · 2 unverified · 9 pointer-only (licence)
-
Attention-Based CNN-BiLSTM for Sleep State Classification of Spatiotemporal Wide-Field Calcium Imaging Data 16 Jan 2024 · 1 repository · arXiv:2401.08098
-
Inverse-like Antagonistic Scene Text Spotting via Reading-Order Estimation and Dynamic Sampling 8 Jan 2024 · 0 repositories · arXiv:2401.03637
-
Modeling non-linear Effects with Neural Networks in Relational Event Models 19 Dec 2023 · 1 repository · arXiv:2312.12357
-
Wake-Sleep Consolidated Learning 6 Dec 2023 · 0 repositories · arXiv:2401.08623
-
Two-compartment neuronal spiking model expressing brain-state specific apical-amplification, -isolation and -drive regimes 10 Nov 2023 · 0 repositories · arXiv:2311.06074
-
SI-SD: Sleep Interpreter through awake-guided cross-subject Semantic Decoding 28 Sep 2023 · 0 repositories · arXiv:2309.16457
-
Enhancing Healthcare with EOG: A Novel Approach to Sleep Stage Classification 25 Sep 2023 · 0 repositories · arXiv:2310.03757
-
Coalescent processes emerging from large deviations 28 Aug 2023 · 0 repositories · arXiv:2308.14715
-
Goal-Conditioned Reinforcement Learning with Disentanglement-based Reachability Planning 20 Jul 2023 · 0 repositories · arXiv:2307.10846
-
How does agency impact human-AI collaborative design space exploration? A case study on ship design with deep generative models 16 May 2023 · 0 repositories · arXiv:2305.10451
-
Position Bias Estimation with Item Embedding for Sparse Dataset 10 May 2023 · 0 repositories · arXiv:2305.13931
-
Computational role of sleep in memory reorganization 6 Apr 2023 · 0 repositories · arXiv:2304.02873
-
Recovering Arrhythmic EEG Transients from Their Stochastic Interference 14 Mar 2023 · 0 repositories · arXiv:2303.07683
-
NREM and REM: cognitive and energetic gains in thalamo-cortical sleeping and awake spiking model 13 Nov 2022 · 0 repositories · arXiv:2211.06889
-
Continual learning benefits from multiple sleep mechanisms: NREM, REM, and Synaptic Downscaling 9 Sep 2022 · 0 repositories · arXiv:2209.05245
-
Disentangled Modeling of Domain and Relevance for Adaptable Dense Retrieval 11 Aug 2022 · 1 repository · arXiv:2208.05753
Tasks archive 2025-07-28
20 shown of 69 tasks the archive attaches to papers tagged with this method, by distinct papers. A task without a page in the catalog is plain text.
Usage over time archive 2025-07-28
Components: the archive holds no method-to-method composition, so PwC's Components table cannot be rebuilt; the Papers list carries no Results column for the same reason (the archive does not join its leaderboard rows to method tags).
Categories archive 2025-07-28
Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections