Skip to content

Commit a32519b

Browse files
committed
Update research artifacts
1 parent 1eb0972 commit a32519b

9 files changed

+149
-18
lines changed
471 KB
Loading
809 KB
Loading
596 KB
Loading
396 KB
Loading
789 KB
Loading
496 KB
Loading
Binary file not shown.

docs/research/index.md

Lines changed: 149 additions & 18 deletions
Original file line numberDiff line numberDiff line change
@@ -157,7 +157,7 @@ This page hosts research outcomes that employ or contribute to the AutoDRIVE Eco
157157
```
158158

159159
!!! abstract ""
160-
<a href="https://arxiv.org/abs/2401.11542"><img class="research-artifact" src="/../assets/images/research/Nigel Sim2Real Control - IEEE TMECH.png"></a>
160+
<a href="https://arxiv.org/abs/2401.11542"><img class="research-artifact" src="/../assets/images/research/Nigel Sim2Real Control - T-MECH 2025.png"></a>
161161
<a href="https://arxiv.org/abs/2401.11542">
162162
<b>Nigel - Mechatronic Design and Robust Sim2Real Control of an Over-Actuated Autonomous Vehicle</b>
163163
</a>
@@ -268,28 +268,159 @@ This page hosts research outcomes that employ or contribute to the AutoDRIVE Eco
268268
```
269269

270270
!!! abstract ""
271-
<a href="https://arxiv.org/abs/2403.10996"><img class="research-artifact" src="/../assets/images/research/Sim2Real MARL - ICRA 2025.png"></a>
271+
<a href="https://arxiv.org/abs/2409.10347"><img class="research-artifact" src="/../assets/images/research/DTs Meet KO - ICRA 2025.png"></a>
272+
<a href="https://arxiv.org/abs/2409.10347">
273+
<b>Digital Twins Meet the Koopman Operator: Data-Driven Learning for Robust Autonomy</b>
274+
</a>
275+
<br/>
276+
Chinmay Vilas Samak, Tanmay Vilas Samak, Ajinkya Joglekar, Umesh Vaidya, and Venkat Narayan Krovi
277+
<br/>
278+
<a href="https://arxiv.org/abs/2409.10347">
279+
<i>IEEE International Conference on Robotics and Automation (ICRA)</i>
280+
</a>
281+
<br/>
282+
<i>2025</i>
283+
??? quote "Citation"
284+
```bibtex
285+
@misc{DTs-Meet-KO-2025,
286+
author = {Chinmay Vilas Samak and Tanmay Vilas Samak and Ajinkya Joglekar and Umesh Vaidya and Venkat Krovi},
287+
title = {Digital Twins Meet the Koopman Operator: Data-Driven Learning for Robust Autonomy},
288+
year = {2025},
289+
eprint = {2409.10347},
290+
archivePrefix = {arXiv},
291+
primaryClass = {cs.RO},
292+
url = {https://arxiv.org/abs/2409.10347}
293+
}
294+
```
295+
296+
!!! abstract ""
297+
<a href="https://arxiv.org/abs/2403.10996"><img class="research-artifact" src="/../assets/images/research/MRDT-MARL - RA-L 2025.png"></a>
272298
<a href="https://arxiv.org/abs/2403.10996">
273-
<b>A Scalable and Parallelizable Digital Twin Framework for Sustainable Sim2Real Transition of Multi-Agent Reinforcement Learning Systems</b>
299+
<b>Mixed-Reality Digital Twins: Leveraging the Physical and Virtual Worlds for Hybrid Sim2Real Transition of Multi-Agent Reinforcement Learning Policies</b>
274300
</a>
275301
<br/>
276302
Chinmay Vilas Samak, Tanmay Vilas Samak, and Venkat Narayan Krovi
277303
<br/>
278-
<a href="https://arxiv.org/abs/2403.10996">
304+
<a href="https://doi.org/10.1109/LRA.2025.3592085">
305+
<i>IEEE Robotics and Automation Letters</i>
306+
</a>
307+
<br/>
308+
<i>2025</i>
309+
??? quote "Citation"
310+
```bibtex
311+
@article{MRDT-MARL-2025,
312+
author={Samak, Chinmay and Samak, Tanmay and Krovi, Venkat},
313+
journal={IEEE Robotics and Automation Letters},
314+
title={Mixed-Reality Digital Twins: Leveraging the Physical and Virtual Worlds for Hybrid Sim2Real Transition of Multi-Agent Reinforcement Learning Policies},
315+
year={2025},
316+
volume={},
317+
number={},
318+
pages={1-8},
319+
doi={10.1109/LRA.2025.3592085}
320+
}
321+
```
322+
323+
!!! abstract ""
324+
<a href="https://arxiv.org/abs/2505.12661"><img class="research-artifact" src="/../assets/images/research/DTs in Cloud - IDETC-CIE 2025.png"></a>
325+
<a href="https://arxiv.org/abs/2505.12661">
326+
<b>Digital Twins in the Cloud: A Modular, Scalable and Interoperable Framework for Accelerating Verification and Validation of Autonomous Driving Solutions</b>
327+
</a>
328+
<br/>
329+
Tanmay Vilas Samak, Chinmay Vilas Samak, Giovanni Martino, Pranav Nair, and Venkat Narayan Krovi
330+
<br/>
331+
<a href="https://arxiv.org/abs/2505.12661">
332+
<i>ASME International Design Engineering Technical Conferences & Computers and Information in Engineering Conference (IDETC-CIE)</i>
333+
</a>
334+
<br/>
335+
<i>2025</i>
336+
??? quote "Citation"
337+
```bibtex
338+
@misc{DTs-in-Cloud-2025,
339+
author = {Tanmay Vilas Samak and Chinmay Vilas Samak and Giovanni Martino and Pranav Nair and Venkat Krovi},
340+
title = {Digital Twins in the Cloud: A Modular, Scalable and Interoperable Framework for Accelerating Verification and Validation of Autonomous Driving Solutions},
341+
year = {2025},
342+
eprint = {2505.12661},
343+
archivePrefix = {arXiv},
344+
primaryClass = {cs.RO},
345+
url = {https://arxiv.org/abs/2505.12661}
346+
}
347+
```
348+
349+
!!! abstract ""
350+
<a href="https://arxiv.org/abs/2503.13787"><img class="research-artifact" src="/../assets/images/research/Digital Engineering - MECC 2025.png"></a>
351+
<a href="https://arxiv.org/abs/2503.13787">
352+
<b>A Systematic Digital Engineering Approach to Verification & Validation of Autonomous Ground Vehicles in Off-Road Environments</b>
353+
</a>
354+
<br/>
355+
Tanmay Vilas Samak, Chinmay Vilas Samak, Julia Brault, Cori Harber, Kirsten McCane, Jonathon Smereka, Mark Brudnak, David Gorsich, and Venkat Narayan Krovi
356+
<br/>
357+
<a href="https://arxiv.org/abs/2503.13787">
358+
<i>Modeling, Estimation and Control Conference (MECC)</i>
359+
</a>
360+
<br/>
361+
<i>2025</i>
362+
??? quote "Citation"
363+
```bibtex
364+
@misc{Digital-Engineering-2025,
365+
author = {Tanmay Vilas Samak and Chinmay Vilas Samak and Julia Brault and Cori Harber and Kirsten McCane and Jonathon Smereka and Mark Brudnak and David Gorsich and Venkat Krovi},
366+
title = {A Systematic Digital Engineering Approach to Verification & Validation of Autonomous Ground Vehicles in Off-Road Environments},
367+
year = {2025},
368+
eprint = {2503.13787},
369+
archivePrefix = {arXiv},
370+
primaryClass = {cs.RO},
371+
url = {https://arxiv.org/abs/2503.13787}
372+
}
373+
```
374+
375+
!!! abstract ""
376+
<a href="https://arxiv.org/abs/2507.00319"><img class="research-artifact" src="/../assets/images/research/DTs Meet LLMs - Preprint 2025.png"></a>
377+
<a href="https://arxiv.org/abs/2507.00319">
378+
<b>When Digital Twins Meet Large Language Models: Realistic, Interactive, and Editable Simulation for Autonomous Driving</b>
379+
</a>
380+
<br/>
381+
Tanmay Vilas Samak, Chinmay Vilas Samak, Bing Li, and Venkat Narayan Krovi
382+
<br/>
383+
<a href="https://arxiv.org/abs/2507.00319">
279384
<i>arXiv Preprint</i>
280385
</a>
281386
<br/>
282-
<i>2024</i>
387+
<i>2025</i>
283388
??? quote "Citation"
284389
```bibtex
285-
@misc{Sim2Real-MARL-2024,
286-
author = {Chinmay Vilas Samak and Tanmay Vilas Samak and Venkat Krovi},
287-
title = {A Scalable and Parallelizable Digital Twin Framework for Sustainable Sim2Real Transition of Multi-Agent Reinforcement Learning Systems},
288-
year = {2024},
289-
eprint = {2403.10996},
390+
@misc{DTs-Meet-LLMs-2025,
391+
author = {Tanmay Vilas Samak and Chinmay Vilas Samak and Bing Li and Venkat Krovi},
392+
title = {When Digital Twins Meet Large Language Models: Realistic, Interactive, and Editable Simulation for Autonomous Driving},
393+
year = {2025},
394+
eprint = {2507.00319},
290395
archivePrefix = {arXiv},
291396
primaryClass = {cs.RO},
292-
url = {https://arxiv.org/abs/2403.10996}
397+
url = {https://arxiv.org/abs/2507.00319}
398+
}
399+
```
400+
401+
!!! abstract ""
402+
<a href="https://arxiv.org/abs/2507.00236"><img class="research-artifact" src="/../assets/images/research/Sim2Real Diffusion - Preprint 2025.png"></a>
403+
<a href="https://arxiv.org/abs/2507.00236">
404+
<b>Sim2Real Diffusion: Learning Cross-Domain Adaptive Representations for Transferable Autonomous Driving</b>
405+
</a>
406+
<br/>
407+
Chinmay Vilas Samak, Tanmay Vilas Samak, Bing Li, and Venkat Narayan Krovi
408+
<br/>
409+
<a href="https://arxiv.org/abs/2507.00236">
410+
<i>arXiv Preprint</i>
411+
</a>
412+
<br/>
413+
<i>2025</i>
414+
??? quote "Citation"
415+
```bibtex
416+
@misc{Sim2Real-Diffusion-2025,
417+
author = {Chinmay Vilas Samak and Tanmay Vilas Samak and Bing Li and Venkat Krovi},
418+
title = {Sim2Real Diffusion: Learning Cross-Domain Adaptive Representations for Transferable Autonomous Driving},
419+
year = {2025},
420+
eprint = {2507.00236},
421+
archivePrefix = {arXiv},
422+
primaryClass = {cs.RO},
423+
url = {https://arxiv.org/abs/2507.00236}
293424
}
294425
```
295426

@@ -365,12 +496,12 @@ This page hosts research outcomes that employ or contribute to the AutoDRIVE Eco
365496
??? quote "Citation"
366497
```bibtex
367498
@misc{AutoDRIVE-Ecosystem-2021,
368-
author={Tanmay Vilas Samak and Chinmay Vilas Samak},
369-
title={AutoDRIVE -- Technical Report},
370-
year={2022},
371-
eprint={2211.08475},
372-
archivePrefix={arXiv},
373-
primaryClass={cs.RO},
374-
url={https://arxiv.org/abs/2211.08475}
499+
author = {Tanmay Vilas Samak and Chinmay Vilas Samak},
500+
title = {AutoDRIVE -- Technical Report},
501+
year = {2022},
502+
eprint = {2211.08475},
503+
archivePrefix = {arXiv},
504+
primaryClass = {cs.RO},
505+
url = {https://arxiv.org/abs/2211.08475}
375506
}
376507
```

0 commit comments

Comments
 (0)