# EZ Source: [EZ]() Collection index: [llms.txt]() A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. ## Benchmarks Page 1 of 2. This is an index page, not the full collection. - [Next index page](): Follow this link to discover more pages. - [Generalized Eigensolving on Piezoelectric Coupled-Field N=50000](): Generalized Eigensolving; Piezoelectric Coupled-Field N=50000. - [Reinforcement Learning on Atari 2600 Montezuma's Revenge](): Reinforcement Learning; Atari 2600 MONTEZUMA'S REVENGE. - [Disorder Prediction on CheZoD](): Disorder Prediction; CheZoD. - [Generalized Eigensolver on Piezoelectric Coupled-Field N=50000 (test)](): Generalized Eigensolver; Piezoelectric Coupled-Field N=50000 (test). - [Generalized Eigensolver on Piezoelectric Coupled-Field](): Generalized Eigensolver; Piezoelectric Coupled-Field. - [Reinforcement Learning on Atari 2600 Montezuma's Revenge (test)](): Reinforcement Learning; Atari 2600 Montezuma's Revenge ALE (test). - [Node Classification on Deezer Europe (50% 25% 25% random)](): Node Classification; Deezer Europe (50% 25% 25% random). - [Node Classification on Deezer (fixed)](): Node Classification; Deezer (fixed). - [Stance Detection on EZSTANCE Non-explicit (test)](): Stance Detection; EZSTANCE Non-explicit (test). - [Target Generation on EZSTANCE Non-explicit (test)](): Target Generation; EZSTANCE Non-explicit (test). - [Stance Detection on EZSTANCE Explicit (test)](): Stance Detection; EZSTANCE Explicit (test). - [Target Generation on EZSTANCE Explicit (test)](): Target Generation; EZSTANCE Explicit (test). - [Question Answering on Xiezhi (test)](): Question Answering; Xiezhi (test). - [Node Classification on Deezer-Europe (test)](): Node Classification; Deezer-Europe (test). - [Demographic classification on Lee and Velez n=1,000 (test)](): Demographic classification; Lee and Velez n=1,000 (test). - [Solving Elliptic Partial Differential Equations on PDEZoo 5,000-instance (test)](): Solving Elliptic Partial Differential Equations; PDEZoo 5,000-instance (test). - [Image Editing on WorldEdit Squeeze (test)](): Image Editing; WorldEdit Squeeze (test). - [Text Knowledge Understanding on Xiezhi-EN](): Text Knowledge Understanding; Xiezhi-EN. - [Text Chinese Language Understanding on Xiezhi CN](): Text Chinese Language Understanding; Xiezhi CN. - [Traffic Analysis on CurveZMQ (OOD)](): Traffic Analysis; CurveZMQ (OOD). - [Zero-Shot Coordination on Point Mass Rendezvous Differentiated](): Zero-Shot Coordination; Point Mass Rendezvous Differentiated. - [Zero-Shot Coordination on Point Mass Rendezvous Uniform](): Zero-Shot Coordination; Point Mass Rendezvous Uniform. - [Time Series Classification on GPebbleZ2 (test)](): Time Series Classification; GPebbleZ2 (test). - [Time Series Classification on GPebbleZ1 (test)](): Time Series Classification; GPebbleZ1 (test). - [Node Classification on Deezer (test)](): Node Classification; Deezer (test). - [Embodied Zero-shot Video Generation on EZS-Bench](): Embodied Zero-shot Video Generation; EZS-Bench. - [Node Classification on Deezer (random splits)](): Node Classification; Deezer (random splits). - [Stance Detection on EZStance](): Stance Detection; EZStance. - [Multi-Agent Reinforcement Learning on Gaussian Squeeze N=10,000 (Mixed)](): Multi-Agent Reinforcement Learning; Gaussian Squeeze N=10,000 (Mixed). - [Multi-Agent Reinforcement Learning on Gaussian Squeeze Med-Replay N=10,000](): Multi-Agent Reinforcement Learning; Gaussian Squeeze Med-Replay N=10,000. - [Multi-Agent Reinforcement Learning on Gaussian Squeeze Medium N=10,000](): Multi-Agent Reinforcement Learning; Gaussian Squeeze Medium N=10,000. - [Multi-Agent Reinforcement Learning on Gaussian Squeeze Expert N=10,000](): Multi-Agent Reinforcement Learning; Gaussian Squeeze Expert N=10,000. - [Offline Reinforcement Learning on Gaussian Squeeze N=1000 (Mixed)](): Offline Reinforcement Learning; Gaussian Squeeze N=1000 (Mixed). - [Offline Reinforcement Learning on Gaussian Squeeze N=1000 (Medium-Replay)](): Offline Reinforcement Learning; Gaussian Squeeze N=1000 (Medium-Replay). - [Offline Reinforcement Learning on Gaussian Squeeze Medium N=1000](): Offline Reinforcement Learning; Gaussian Squeeze Medium N=1000. - [Offline Reinforcement Learning on Gaussian Squeeze N=1000 (Expert)](): Offline Reinforcement Learning; Gaussian Squeeze N=1000 (Expert). - [Time Series Classification on Boubezoul (Real PTW data)](): Time-series classification (Real PTW data); Boubezoul. - [Multi-hop Question Answering on Dragonball DragSingleZh (test)](): Multi-hop Question Answering; Dragonball DragSingleZh (test). - [Multiagent offline planning on SDec-Mars Right Band Rendezvous](): Multiagent offline planning; SDec-Mars Right Band Rendezvous. - [Encrypted Inference on ImageNet SqueezeNet](): Encrypted Inference; ImageNet SqueezeNet. - [Time Series Classification on GesturePebbleZ1 few-shot (test)](): Time Series Classification; GesturePebbleZ1 few-shot (test). - [Time Series Saliency Map Explanation on Freezer](): Time Series Saliency Map Explanation; Freezer. - [Chinese Knowledge on Xiezhi CN](): Chinese Knowledge; Xiezhi CN. - [English Knowledge on Xiezhi EN](): English Knowledge; Xiezhi EN. - [Node Classification on Deezer](): Node Classification; Deezer. - [Pursuit-Evasion with Rendezvous on Pursuit-Evasion with Rendezvous Scenario 3](): Pursuit-Evasion with Rendezvous; Pursuit-Evasion with Rendezvous Scenario 3. - [Materials Discovery on Materials Discovery Benchmark Piezo Energy Harvesters](): Materials Discovery; Materials Discovery Benchmark Piezo Energy Harvesters. - [Artistic Style Transfer on WikiArt Cezanne](): Artistic Style Transfer; WikiArt Cezanne. - [Latency Prediction on NNLQ Out-of-domain SqueezeNet](): Latency Prediction; NNLQ Out-of-domain SqueezeNet. - [Pursuit-Evasion with Rendezvous on Pursuit-Evasion with Rendezvous Scenario 6](): Pursuit-Evasion with Rendezvous; Pursuit-Evasion with Rendezvous Scenario 6. - [Pursuit-Evasion with Rendezvous on Pursuit-Evasion with Rendezvous Scenario 5](): Pursuit-Evasion with Rendezvous; Pursuit-Evasion with Rendezvous Scenario 5. - [Pursuit-Evasion with Rendezvous on Pursuit-Evasion with Rendezvous Scenario 4](): Pursuit-Evasion with Rendezvous; Pursuit-Evasion with Rendezvous Scenario 4. - [Pursuit-Evasion with Rendezvous Scenario 2](): Pursuit-Evasion with Rendezvous; Pursuit-Evasion with Rendezvous Scenario 2. - [Pursuit-Evasion with Rendezvous on Pursuit-Evasion with Rendezvous Scenario 1](): Pursuit-Evasion with Rendezvous; Pursuit-Evasion with Rendezvous Scenario 1. - [Material Property Prediction on Matminer Piezoelectric Modulus 5-split average](): Material Property Prediction; Matminer Piezoelectric Modulus 5-split average. - [Latency prediction on NNLQP SqueezeNet v1](): Latency prediction; NNLQP SqueezeNet v1. - [Hallucination Detection on Maynez Factual 2020](): Hallucination Detection; Maynez Factual 2020. - [Univariate Time Series Clustering on Freezer Regular (train)](): Univariate Time Series Clustering; Freezer Regular (train). - [Univariate Time Series Clustering on AllGestureWiimoteZ](): Univariate Time Series Clustering; AllGestureWiimoteZ. - [Atari Game Playing on Atari Montezuma ALE (online)](): Atari Game Playing; Atari Montezuma ALE (online). - [Chinese Multi-Domain Comprehension on Xiezhi](): Chinese multi-domain comprehension; Xiezhi. - [Distracted driver detection on EZZ 2021](): Distracted driver detection; EZZ 2021. - [Global Counterfactual Summary for Time-Series Clustering on GesturePebbleZ2 UCR Archive](): Global Counterfactual Summary for Time-Series Clustering; GesturePebbleZ2 UCR Archive. - [Human Pose Lifting on Steezy](): Human Pose Lifting; Steezy. - [Graph classification on EZ standard](): Graph classification; EZ standard. - [Protein Structure Refinement on 7SEZ](): Protein Structure Refinement; 7SEZ. - [Active hit discovery on Sanchez Tau](): Active hit discovery; Sanchez Tau. - [Action-conditioned video generation on EZSbench](): Action-conditioned video generation; EZSbench. - [Hard-exploration Atari Games on Atari Montezuma's Revenge v0](): Hard-exploration Atari Games; Atari Montezuma's Revenge v0. - [Local Counterfactual Generation on GesturePebbleZ2 UCR](): Local Counterfactual Generation; GesturePebbleZ2 UCR. - [VLM Agent Success Rate Estimation on EZPoints](): VLM Agent Success Rate Estimation; EZPoints. - [Robot Navigation on IsaacLab Squeezing](): Robot Navigation; IsaacLab Squeezing. - [OOD Detection on Obfs4 OOD: CurveZMQ](): OOD Detection; Obfs4 OOD: CurveZMQ. - [OOD Detection on UPGen OOD: CurveZMQ](): OOD Detection; UPGen OOD: CurveZMQ. - [OOD Detection on FlowPaint OOD: CurveZMQ](): OOD Detection; FlowPaint OOD: CurveZMQ. - [Spacecraft Rendezvous on Clohessy–Wiltshire rendezvous problem](): Spacecraft rendezvous; Clohessy–Wiltshire rendezvous problem. - [Root Cause Analysis on Squeeze](): Root Cause Analysis; Squeeze. - [Deep Reinforcement Learning on Montezuma's Revenge Atari 2600](): Deep Reinforcement Learning; Montezuma's Revenge Atari 2600. - [Randomness Detection on Alvarez 2019](): Randomness Detection; Alvarez 2019. - [Joint Denoising and Demosaicking on Videezy 4K (test)](): Joint Denoising and Demosaicking; Videezy 4K (test).