From 4da18d2d782b493e012a743292a0ded890ded580 Mon Sep 17 00:00:00 2001 From: Yiping Wang Date: Sun, 7 Apr 2024 22:28:27 -0700 Subject: [PATCH] update VAS --- CV_YipingWang_phd.pdf | Bin 41388 -> 38516 bytes Research/DataSelection/VAS/README.md | 16 + Research/DataSelection/VAS/index.html | 396 +++ .../VAS/static/css/bulma-carousel.min.css | 1 + .../VAS/static/css/bulma-slider.min.css | 1 + .../VAS/static/css/bulma.css.map.txt | 1 + .../VAS/static/css/bulma.min.css | 1 + .../VAS/static/css/fontawesome.all.min.css | 5 + .../DataSelection/VAS/static/css/index.css | 157 ++ .../DataSelection/VAS/static/images/RCSL.png | Bin 0 -> 122603 bytes .../VAS/static/images/bellman.png | Bin 0 -> 88504 bytes .../static/images/doubledrawercloseopen.gif | Bin 0 -> 2594689 bytes .../VAS/static/images/doubledraweropen.gif | Bin 0 -> 1715192 bytes .../VAS/static/images/linearq.png | Bin 0 -> 136239 bytes .../DataSelection/VAS/static/images/maze.png | Bin 0 -> 7851 bytes .../VAS/static/images/mbrcsl.png | Bin 0 -> 131617 bytes .../VAS/static/images/pickplace.gif | Bin 0 -> 1128559 bytes .../VAS/static/images/pointmaze.gif | Bin 0 -> 213799 bytes .../VAS/static/images/roboverse_cog.png | Bin 0 -> 555214 bytes .../VAS/static/images/table_maze.png | Bin 0 -> 52728 bytes .../VAS/static/images/table_roboverse.png | Bin 0 -> 114777 bytes .../VAS/static/js/bulma-carousel.js | 2371 +++++++++++++++++ .../VAS/static/js/bulma-carousel.min.js | 1 + .../VAS/static/js/bulma-slider.js | 461 ++++ .../VAS/static/js/bulma-slider.min.js | 1 + .../VAS/static/js/fontawesome.all.min.js | 5 + Research/DataSelection/VAS/static/js/index.js | 78 + .../DataSelection/VAS/static/videos/._Icon | Bin 0 -> 4096 bytes .../static/videos/doubledrawercloseopen.mp4 | Bin 0 -> 1179199 bytes .../VAS/static/videos/doubledraweropen.mp4 | Bin 0 -> 777543 bytes .../VAS/static/videos/pickplace.mp4 | Bin 0 -> 420336 bytes .../VAS/static/videos/pointmaze.mp4 | Bin 0 -> 17013 bytes index.html | 8 +- index.jemdoc | 7 +- 34 files changed, 3506 insertions(+), 4 deletions(-) create mode 100644 Research/DataSelection/VAS/README.md create mode 100644 Research/DataSelection/VAS/index.html create mode 100644 Research/DataSelection/VAS/static/css/bulma-carousel.min.css create mode 100644 Research/DataSelection/VAS/static/css/bulma-slider.min.css create mode 100644 Research/DataSelection/VAS/static/css/bulma.css.map.txt create mode 100644 Research/DataSelection/VAS/static/css/bulma.min.css create mode 100644 Research/DataSelection/VAS/static/css/fontawesome.all.min.css create mode 100644 Research/DataSelection/VAS/static/css/index.css create mode 100644 Research/DataSelection/VAS/static/images/RCSL.png create mode 100644 Research/DataSelection/VAS/static/images/bellman.png create mode 100644 Research/DataSelection/VAS/static/images/doubledrawercloseopen.gif create mode 100644 Research/DataSelection/VAS/static/images/doubledraweropen.gif create mode 100644 Research/DataSelection/VAS/static/images/linearq.png create mode 100644 Research/DataSelection/VAS/static/images/maze.png create mode 100644 Research/DataSelection/VAS/static/images/mbrcsl.png create mode 100644 Research/DataSelection/VAS/static/images/pickplace.gif create mode 100644 Research/DataSelection/VAS/static/images/pointmaze.gif create mode 100644 Research/DataSelection/VAS/static/images/roboverse_cog.png create mode 100644 Research/DataSelection/VAS/static/images/table_maze.png create mode 100644 Research/DataSelection/VAS/static/images/table_roboverse.png create mode 100644 Research/DataSelection/VAS/static/js/bulma-carousel.js create mode 100644 Research/DataSelection/VAS/static/js/bulma-carousel.min.js create mode 100644 Research/DataSelection/VAS/static/js/bulma-slider.js create mode 100644 Research/DataSelection/VAS/static/js/bulma-slider.min.js create mode 100644 Research/DataSelection/VAS/static/js/fontawesome.all.min.js create mode 100644 Research/DataSelection/VAS/static/js/index.js create mode 100644 Research/DataSelection/VAS/static/videos/._Icon create mode 100644 Research/DataSelection/VAS/static/videos/doubledrawercloseopen.mp4 create mode 100644 Research/DataSelection/VAS/static/videos/doubledraweropen.mp4 create mode 100644 Research/DataSelection/VAS/static/videos/pickplace.mp4 create mode 100644 Research/DataSelection/VAS/static/videos/pointmaze.mp4 diff --git a/CV_YipingWang_phd.pdf b/CV_YipingWang_phd.pdf index 00f65403da4c2e6dce908f50fff32613830422b8..58aa9ba3be22e751a42045015281e596b3ff9ce4 100644 GIT binary patch delta 28165 zcmZ6yV{|S&v@KlQwr$&Xcimmvwx8OzZS2~%ZQHin@4e^ybI;AMjAV^uWsW2xYp$8< zL6E0vka${VRxWmC4kAV=B5k7oQzv5PW+l=kVpJsJB4QLLV&&vyVkKf!AYvh6R3&2N zVqs-U(0K>uOi~9Xv0!FmCSv^KWa{=m9n3`kZ()=cBhu#MWHU4}Vm9G2Gv#Dv;bb!A z;$UJk<~CyDWM<;zW@9!J;A1gjVg7F(E>12sHZBtmGY)PeHdYf8V=i`ME;c4E!=znc zTJw0fn;lOb9c%FDV zQYmIk)^K!CvbAlY4Q2n}E-)!N^dU841EXpkP$OohSQIuApriljD&nlb~9V5y@sI6E;l*wb@8?8wL6G4!0 zN_bGvS?VR;NU0rm5)Oz_)#I6%)wNk<|Q|6zu(ezB{$Q#NRHU%Ch-~TUzd<5Joz; 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is the repository that contains source code for the [Nerfies website](https://nerfies.github.io). + +If you find Nerfies useful for your work please cite: +``` +@article{park2021nerfies + author = {Park, Keunhong and Sinha, Utkarsh and Barron, Jonathan T. and Bouaziz, Sofien and Goldman, Dan B and Seitz, Steven M. and Martin-Brualla, Ricardo}, + title = {Nerfies: Deformable Neural Radiance Fields}, + journal = {ICCV}, + year = {2021}, +} +``` + +# Website License +Creative Commons License
This work is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License. diff --git a/Research/DataSelection/VAS/index.html b/Research/DataSelection/VAS/index.html new file mode 100644 index 0000000..4bcc026 --- /dev/null +++ b/Research/DataSelection/VAS/index.html @@ -0,0 +1,396 @@ + + + + + + + Variance Alignment Score: A Simple But Tough-to-Beat Data Selection Method for Multimodal Contrastive Learning + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+
+ +
+
+

Variance Alignment Score:
+ A Simple But Tough-to-Beat Data Selection
+ Method for Multimodal Contrastive Learning

+
+ + Yiping Wang*1, + + Yifang Chen*1, + + Wendan Yan1, + + + Kevin Jamieson1, + + + Simon Shaolei Du1, + +
+ +
+ 1University of Washington +
+ +
+
+ + + + + + + arXiv + + + + + + + + + + + Code + + + + + + + + Twitter + + +
+
+
+
+ + + + + + + + + +
+
+ +
+
+
+
+

Overview

+
+

Background

+

+ Off-policy dynamic programming (DP) techniques such as Q-learning are not guaranteed to converge + in the presence of function approximation, often diverging due to the absence of + Bellman-completeness in the function classes considered. +

+
+
+ Bellman-completeness. +
+
+

+ Return-conditioned supervised learning (RCSL) is an alternative off-policy framework, which learns + a return-conditioned distribution of actions in each state + by directly applying supervised learning on the trajectories in the dataset, + achieving satisfactory performance + by simply conditioning the policy on high desired returns. +

+
+
+ RCSL. +
+
+

Strength of RCSL: Freedom from Bellman Completeness

+

+ RCSL is able to circumvent these challenges of Bellman completeness, + converging under significantly more relaxed assumptions inherited from supervised learning + than DP-based methods. + We prove there exists a natural environment in which + if one uses two-layer multilayer perceptron as the function approximator, + the layer width needs to grow linearly with the state space size to satisfy + Bellman-completeness while a constant layer width is enough for RCSL. + +

+
+
+ Strength of RCSL. +
+ +
+

Weakness of RCSL: No Trajectory Stitching

+

+ For either special case of RCSL: +

    +
  • Markovian RCSL (context length equal to 1);
    • +
  • Decision transformer (using cross-entropy loss) with any context length,
    • +
+ we rigorously prove that RCSL cannot perform trajectory stitching, even if the environment satisfies + both properties below: +
    +
  1. Deterministic transition; +
  2. Uniform coverage of dataset.
    3. +
+

+
+ +
+ Can we design off-policy reinforcement learning algorithms that are + free from the requirements of Bellman completeness, while retaining the advantages of DP-based + off-policy RL? +
+
+
+
+
+ + +
+
+
+
+

Model-based return-conditioned supervised learning (MBRCSL)

+
+

+ MBRCSL leverages learned dynamics models + and forward sampling to accomplish trajectory stitching, bringing the benefits of dynamic + programming to RCSL without ever having to do dynamic programming backups. +

+
+
+ mbrcsl +
+
+
+ +
+
+ + + +
+
+
+
+

Experiments

+ +

Point Maze

+
+

+ We evaluate MBRCSL on a custom Point Maze environment built on top of + D4RL Maze. + We construct an offline dataset consisting of two kinds of suboptimal trajectories with + equal number, and the optimal trajectory should be a stitching of the two trajectories in dataset. + MBRCSL outperforms all baselines. +

+
+
+ table_maze +
+
+ Pointmaze illustration + pointmaze +
+ + + +

Simulated Robotics

+
+

+ We also evaluate MBRCSL on three simulated robotic tasks from + COG . In each + task, a robot arm is required to complete some goal by accomplishing two phases of actions. + The dataset for every task consists of two kinds of trajectories, with each kind completing + exactly one phase of actions at a certain successful rate. +

+
+
+ cog +
+
+

+ MBRCSL outperforms the baselines in all three tasks. +

+
+
+ table_maze +
+
+ pickplace + doubledraweropen + doubledrawercloseopen +
+ +
+
+
+
+ + + + + +
+
+

BibTeX

+
@article{wang2024variance,
+  title={Variance Alignment Score: A Simple But Tough-to-Beat Data Selection Method for Multimodal Contrastive Learning},
+  author={Wang, Yiping and Chen, Yifang and Yan, Wendan and Jamieson, Kevin and Du, Simon Shaolei},
+  journal={arXiv preprint arXiv:2402.02055},
+  year={2024}
+}
+ +
+
+ + +
+
+
+ +
+

+ Website template from Nerfies. +

+
+
+
+
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