Shreejith Shanker 🇮🇳 🇮🇪 🇺🇦

Thread of recent publications #AcademicTwitter

@SkyHelpIreland Hi, I am having issues with eSIM transfer and reactivation, and am currently stuck with no mobile service. I have sent you details on a DM.

The pre-print of our paper (@shreejiths) for #FPL2025 is live. We extend the FINN framework to support quantised LSTM deployment on FPGAs. We also present an example ConvLSTM accelerator for stock market prediction. Preprint here: arxiv.org/abs/2506.20810

40 years ago, the FPGA was born, as AMD introduced the first commercial field-programmable gate array. This month, we celebrate more than 3 billion AMD programmable devices shipped and the many milestones that have brought FPGAs into our daily lives. amd.com/en/blogs/2025/…

@tyutinkonstanti Looking forward to updates on this.

🚀 New toy on the bench: My custom Kintex-7 M.2 FPGA SDR module is alive and embedded in the full system! 🛠️ Built around: - Xilinx Kintex-7 XC7K325T - PCIe Gen2 x4 (M.2 interface) - Onboard power + GPIO + programmable clocks 🔧 Fully hand-designed: 8-layer stackup, high-speed SI/PI optimized, matched lines, tight enclosure fit. Perfect for FPGA experiments, PCIe accelerators, and edge inference. 📡 Part of a bigger open-hardware platform I'm building — designed for low-latency FPGA-based accelerators and edge AI applications. Let’s connect if you're into hardware that thinks fast ⚡ #FPGA #Kintex7 #M2 #AI #PCIe #HardwareDesign #OpenHardware #Embedded #PCB #PCBDesign

The integration allows data to be directly decoded off the bus and examined in the time taken for protocol checks, leading to line-rate IDS. We use CAN as the example here; however, it can be generalised to most interface controllers. #smartnetworks #research #IDS #MLIDS

A key problem with ML IDS solutions is their integration - completely transparent to the application => zero overheads. This paper presents an approach for embedding light-weight IDS into the CAN protocol controller and thus offloading IDS as a configurable network function.

Happy to share our (@shreejiths ) paper titled, "SecCAN: An Extended CAN Controller with Embedded Intrusion Detection" has been accepted for publication in IEEE Embedded Systems Letters🤓. arXiv pre-print: arxiv.org/abs/2505.14924

@SimonMiller316 Da Punkerr!! An unreal ability to turn any story on its head with a promo, and to weave that into the story of his match. At times, I agree with @MichaelHamflett s take that his whole "Maineventing Mania" is a device to sell TV and PPVs from Jan to March each year.

Who is your favourite wrestler RIGHT NOW? Can be anyone from any promotion. Comment below with a short reason. Your username could be used in a video. 👇

Happy to announce that we have been funded by @SEAI_ie to investigate data-driven adaptive methods to mitigate stability issues introduced by microgen and EV charging. Will be hiring candidates for this project at TCD, details soon #research #funding #EEE #TinyML

@amazonIN @AmazonHelp Could you guys atleast provide an email confirmation of the warranty tickets raised, and any reference number I can quote? Each time I call your customer service, I spent over 10 minutes going through the same explanations.

@bhav_paaji @amazonIN Their customer care is a joke. Have been chasing them for over a month for a warranty claim and they are raising new tickets everytime I call them. No feedback, no call back, no email confirmation of the ticket. Just the agent saying a new one raised.

Never ordering from @amazonIN again !! I placed an order of 1- GoPro Hero 13 Special Bundle ₹39,990/- 2- Syvro S11 tripod- ₹999/- 3- Telesen ND Filters- ₹2812/- All the 3 products were shipping together, when the package arrived my watchman collected it and once i reached home i opened it to find the entire GoPro missing, for which i instantly called customer care and informed them about the missing product and they told me that i will receive a resolution on 4/2/25, so on 4th feb i called them they are telling me the product is delivered and they can do nothing about it further.

resolution or issues with the previous case or anything) and haven't even called back with the issue in the previous ticket, until I reached back to them. This is my final attempt at getting some resolution before going through our consumer protection legislation. #Warranty

@AmazonHelp Hello, I have reached out via DM regarding an issue I am facing with a warranty claim for a product I bought from @amazonIN . The customer service is basically sending me in circles and have given me no email confirmation regarding any details (tickets raised,

monopolistic operator, the customer should bear such nonsense. You are also negatively impacting the goodwill @DHLPaket has among customers. Absolute disgrace this! #bluedart #endlessdelays #CustomerExperience

systematic issues like randomly updating delivery status by setting undelivered status as consignee not available, when the agent didn't even turn up or even bothered to check via a phone call before setting this status. The team seems to think that because they are the

@BlueDart_ Having "network delay" status twice for a single delivery sounds like a organisational problem. A quick search seem to suggest that this is common from BlueDart, and there is no consideration for the package or the customer waiting for the package. This is on top of

Some of the automotive work presented is part of @shashwat1198 s PhD. The high resolution video pipelines was a teaser for our research in the Horizon Europe project @emerald_eu. Thanks to @efuturesuk for a great event and @cathalmccabe for the invite. #Research #edgeAI #FPGA

Had a great time listening to like-minded researchers at the @efuturesuk Edge AI event hosted by @AMDembedded Citywest campus in Dublin. I also presented some of the work we have done in #RCSL @TCD_ElecEng @tcddublin across a range of application domains - from automotive to VFX.

🎓📡 Prof. Nicola Marchetti from @tcddublin and @connect_ie will deliver @IEEEorg Distinguished Lectures in the UK this June! Don't miss his insights at @imperialcollege (June 17), @Uni_of_Essex (June 19), and @Cambridge_Uni (June 20). Find out more: bit.ly/3VoiKLc

Trinity has been ranked 87th in the world in the 2025 QS World University Rankings, which were released today! #QSWUR #TopUnis #TCDResearch Read more: tcd.ie/news_events/ar…