Indian Flag
Government Of India
A-
A
A+
UpvoteUpvote
0

Sim-to-Real-Transfer-Risk-Dataset-Robotics-RL

Simulated in-sim training curves and real-world deployment outcomes for 750 reinforcement learning sim-to-real configurations across five India-relevant robotics tasks, grounded in domain randomization, rapid motor adaptation, massively parallel simulation, and 2024 LLM-guided sim-to-real transfer research. Forward-looking task predicts real-world deployment success from sim-only, half-trained checkpoints.
4.50
AI Score infoDownload score report
  • Upvotes0upvotes
  • Downloads31downloads
  • Views24views
  • File size1.83 MB
  • Shares0Shares
  • Last updatedupdated 12 Aug 2026
UpvoteUpvote
0
COVERAGE india
LICENSE Attribution 4.0 International (CC BY- 4.0)
FORMAT Synthetic
TYPE Structured
SECTOR Science, Technology and Research
UPDATES NA

About Dataset

This dataset simulates the relationship between simulation-training choices and real-world deployment outcomes for RL policies, across 750 configurations spanning five India-relevant robotics tasks (agricultural drone spraying, warehouse navigation, contact-rich manipulation, quadruped locomotion, low-speed autonomous e-rickshaw maneuvering), five randomization methods, parallel-environment counts from 64 to 16384, and offline pretraining choices. Every row is a simulation-phase observable; the real-world deployment label is never directly observable during simulation, by construction. Ten grounding sources span 2017 to 2024, documented in sim2real_theory.py and the README Research basis.

Tags

  • Robotics

Related Datasets Related Datasets

Chat-Dataset
Chat-Dataset
4.8Information•Updated 5 day(s) ago
AIKOSH OPENSOURCE COMMUNITY
  • See Upvoters2
  • Downloads3
  • Views53
  • File Size777.41 KB

SOCIETY FOR ELECTRONIC TRANSACTIONS AND SECURITY (SETS), UNDER OFFICE OF PSA TO GOVT. OF INDIA
  • See Upvoters0
  • Downloads13
  • Views127
  • File Size27.06 GB

SOCIETY FOR ELECTRONIC TRANSACTIONS AND SECURITY (SETS), UNDER OFFICE OF PSA TO GOVT. OF INDIA
  • See Upvoters0
  • Downloads8
  • Views74
  • File Size43.39 GB

SOCIETY FOR ELECTRONIC TRANSACTIONS AND SECURITY (SETS), UNDER OFFICE OF PSA TO GOVT. OF INDIA
  • See Upvoters0
  • Downloads10
  • Views76
  • File Size26.69 GB

SPICOR TTS 3 Sourashtra Corpus
SPICOR TTS 3 Sourashtra Corpus
-Information•Updated 1 month(s) ago
DIGITAL INDIA BHASHINI DIVISION
  • See Upvoters0
  • Downloads13
  • Views91
  • File Size0

SPICOR TTS_1.0 Indian English Corpus
SPICOR TTS_1.0 Indian English Corpus
-Information•Updated 1 month(s) ago
DIGITAL INDIA BHASHINI DIVISION
  • See Upvoters0
  • Downloads2
  • Views39
  • File Size0

SPICOR TTS_2.0 Gujarati Corpus
SPICOR TTS_2.0 Gujarati Corpus
-Information•Updated 1 month(s) ago
DIGITAL INDIA BHASHINI DIVISION
  • See Upvoters0
  • Downloads1
  • Views28
  • File Size0

SOCIETY FOR ELECTRONIC TRANSACTIONS AND SECURITY (SETS), UNDER OFFICE OF PSA TO GOVT. OF INDIA
  • See Upvoters0
  • Downloads1
  • Views40
  • File Size3.82 GB

SOCIETY FOR ELECTRONIC TRANSACTIONS AND SECURITY (SETS), UNDER OFFICE OF PSA TO GOVT. OF INDIA
  • See Upvoters0
  • Downloads1
  • Views38
  • File Size13.78 GB

SETS-THIRAL-PRINCE-EM-Protected-TI-FPGA
SETS-THIRAL-PRINCE-EM-Protected-TI-FPGA
4.8Information•Updated 1 month(s) ago
SOCIETY FOR ELECTRONIC TRANSACTIONS AND SECURITY (SETS), UNDER OFFICE OF PSA TO GOVT. OF INDIA
  • See Upvoters0
  • Downloads3
  • Views36
  • File Size4.79 GB


Related Datasets by Organization Related Datasets by Organization

Chat-Dataset
Chat-Dataset
4.8Information•Updated 5 day(s) ago
AIKOSH OPENSOURCE COMMUNITY
  • See Upvoters2
  • Downloads3
  • Views53
  • File Size777.41 KB

SOCIETY FOR ELECTRONIC TRANSACTIONS AND SECURITY (SETS), UNDER OFFICE OF PSA TO GOVT. OF INDIA
  • See Upvoters0
  • Downloads13
  • Views127
  • File Size27.06 GB

SOCIETY FOR ELECTRONIC TRANSACTIONS AND SECURITY (SETS), UNDER OFFICE OF PSA TO GOVT. OF INDIA
  • See Upvoters0
  • Downloads8
  • Views74
  • File Size43.39 GB

SOCIETY FOR ELECTRONIC TRANSACTIONS AND SECURITY (SETS), UNDER OFFICE OF PSA TO GOVT. OF INDIA
  • See Upvoters0
  • Downloads10
  • Views76
  • File Size26.69 GB

SPICOR TTS 3 Sourashtra Corpus
SPICOR TTS 3 Sourashtra Corpus
-Information•Updated 1 month(s) ago
DIGITAL INDIA BHASHINI DIVISION
  • See Upvoters0
  • Downloads13
  • Views91
  • File Size0

SPICOR TTS_1.0 Indian English Corpus
SPICOR TTS_1.0 Indian English Corpus
-Information•Updated 1 month(s) ago
DIGITAL INDIA BHASHINI DIVISION
  • See Upvoters0
  • Downloads2
  • Views39
  • File Size0

SPICOR TTS_2.0 Gujarati Corpus
SPICOR TTS_2.0 Gujarati Corpus
-Information•Updated 1 month(s) ago
DIGITAL INDIA BHASHINI DIVISION
  • See Upvoters0
  • Downloads1
  • Views28
  • File Size0

SOCIETY FOR ELECTRONIC TRANSACTIONS AND SECURITY (SETS), UNDER OFFICE OF PSA TO GOVT. OF INDIA
  • See Upvoters0
  • Downloads1
  • Views40
  • File Size3.82 GB

SOCIETY FOR ELECTRONIC TRANSACTIONS AND SECURITY (SETS), UNDER OFFICE OF PSA TO GOVT. OF INDIA
  • See Upvoters0
  • Downloads1
  • Views38
  • File Size13.78 GB

SETS-THIRAL-PRINCE-EM-Protected-TI-FPGA
SETS-THIRAL-PRINCE-EM-Protected-TI-FPGA
4.8Information•Updated 1 month(s) ago
SOCIETY FOR ELECTRONIC TRANSACTIONS AND SECURITY (SETS), UNDER OFFICE OF PSA TO GOVT. OF INDIA
  • See Upvoters0
  • Downloads3
  • Views36
  • File Size4.79 GB


Related Datasets by Sector Related Datasets by Sector

Chat-Dataset
Chat-Dataset
4.8Information•Updated 5 day(s) ago
AIKOSH OPENSOURCE COMMUNITY
  • See Upvoters2
  • Downloads3
  • Views53
  • File Size777.41 KB

SOCIETY FOR ELECTRONIC TRANSACTIONS AND SECURITY (SETS), UNDER OFFICE OF PSA TO GOVT. OF INDIA
  • See Upvoters0
  • Downloads13
  • Views127
  • File Size27.06 GB

SOCIETY FOR ELECTRONIC TRANSACTIONS AND SECURITY (SETS), UNDER OFFICE OF PSA TO GOVT. OF INDIA
  • See Upvoters0
  • Downloads8
  • Views74
  • File Size43.39 GB

SOCIETY FOR ELECTRONIC TRANSACTIONS AND SECURITY (SETS), UNDER OFFICE OF PSA TO GOVT. OF INDIA
  • See Upvoters0
  • Downloads10
  • Views76
  • File Size26.69 GB

SPICOR TTS 3 Sourashtra Corpus
SPICOR TTS 3 Sourashtra Corpus
-Information•Updated 1 month(s) ago
DIGITAL INDIA BHASHINI DIVISION
  • See Upvoters0
  • Downloads13
  • Views91
  • File Size0

SPICOR TTS_1.0 Indian English Corpus
SPICOR TTS_1.0 Indian English Corpus
-Information•Updated 1 month(s) ago
DIGITAL INDIA BHASHINI DIVISION
  • See Upvoters0
  • Downloads2
  • Views39
  • File Size0

SPICOR TTS_2.0 Gujarati Corpus
SPICOR TTS_2.0 Gujarati Corpus
-Information•Updated 1 month(s) ago
DIGITAL INDIA BHASHINI DIVISION
  • See Upvoters0
  • Downloads1
  • Views28
  • File Size0

SOCIETY FOR ELECTRONIC TRANSACTIONS AND SECURITY (SETS), UNDER OFFICE OF PSA TO GOVT. OF INDIA
  • See Upvoters0
  • Downloads1
  • Views40
  • File Size3.82 GB

SOCIETY FOR ELECTRONIC TRANSACTIONS AND SECURITY (SETS), UNDER OFFICE OF PSA TO GOVT. OF INDIA
  • See Upvoters0
  • Downloads1
  • Views38
  • File Size13.78 GB

SETS-THIRAL-PRINCE-EM-Protected-TI-FPGA
SETS-THIRAL-PRINCE-EM-Protected-TI-FPGA
4.8Information•Updated 1 month(s) ago
SOCIETY FOR ELECTRONIC TRANSACTIONS AND SECURITY (SETS), UNDER OFFICE OF PSA TO GOVT. OF INDIA
  • See Upvoters0
  • Downloads3
  • Views36
  • File Size4.79 GB


Related Datasets by Task Type Related Datasets by Task Type

Chat-Dataset
Chat-Dataset
4.8Information•Updated 5 day(s) ago
AIKOSH OPENSOURCE COMMUNITY
  • See Upvoters2
  • Downloads3
  • Views53
  • File Size777.41 KB

SOCIETY FOR ELECTRONIC TRANSACTIONS AND SECURITY (SETS), UNDER OFFICE OF PSA TO GOVT. OF INDIA
  • See Upvoters0
  • Downloads13
  • Views127
  • File Size27.06 GB

SOCIETY FOR ELECTRONIC TRANSACTIONS AND SECURITY (SETS), UNDER OFFICE OF PSA TO GOVT. OF INDIA
  • See Upvoters0
  • Downloads8
  • Views74
  • File Size43.39 GB

SOCIETY FOR ELECTRONIC TRANSACTIONS AND SECURITY (SETS), UNDER OFFICE OF PSA TO GOVT. OF INDIA
  • See Upvoters0
  • Downloads10
  • Views76
  • File Size26.69 GB

SPICOR TTS 3 Sourashtra Corpus
SPICOR TTS 3 Sourashtra Corpus
-Information•Updated 1 month(s) ago
DIGITAL INDIA BHASHINI DIVISION
  • See Upvoters0
  • Downloads13
  • Views91
  • File Size0

SPICOR TTS_1.0 Indian English Corpus
SPICOR TTS_1.0 Indian English Corpus
-Information•Updated 1 month(s) ago
DIGITAL INDIA BHASHINI DIVISION
  • See Upvoters0
  • Downloads2
  • Views39
  • File Size0

SPICOR TTS_2.0 Gujarati Corpus
SPICOR TTS_2.0 Gujarati Corpus
-Information•Updated 1 month(s) ago
DIGITAL INDIA BHASHINI DIVISION
  • See Upvoters0
  • Downloads1
  • Views28
  • File Size0

SOCIETY FOR ELECTRONIC TRANSACTIONS AND SECURITY (SETS), UNDER OFFICE OF PSA TO GOVT. OF INDIA
  • See Upvoters0
  • Downloads1
  • Views40
  • File Size3.82 GB

SOCIETY FOR ELECTRONIC TRANSACTIONS AND SECURITY (SETS), UNDER OFFICE OF PSA TO GOVT. OF INDIA
  • See Upvoters0
  • Downloads1
  • Views38
  • File Size13.78 GB

SETS-THIRAL-PRINCE-EM-Protected-TI-FPGA
SETS-THIRAL-PRINCE-EM-Protected-TI-FPGA
4.8Information•Updated 1 month(s) ago
SOCIETY FOR ELECTRONIC TRANSACTIONS AND SECURITY (SETS), UNDER OFFICE OF PSA TO GOVT. OF INDIA
  • See Upvoters0
  • Downloads3
  • Views36
  • File Size4.79 GB