VLDB 2026 Research / reviewers in the wild / expert
Jitendra Bhandari
dblp:304/8000
· DBLP profile ↗
12ranked-venue papers
6as first author
12since 2021 · last 2025
0000-0003-1017-1690ORCID · corroborated
Domains — the database's venue-derived domains; a paper can count in several
Systems, architecture and hardware · 10 · 5 first-author · 10 since 2021Artificial intelligence and machine learning · 1 · 1 since 2021Security and privacy · 1 · 1 first-author · 1 since 2021Software engineering, systems software and programming languages · 1 · 1 since 2021
| Year | Publication | Venue | Position |
|---|---|---|---|
| 2025 | RTL-Breaker: Assessing the Security of LLMs Against Backdoor Attacks on HDL Code GenerationabstractLarge language models (LLMs) have demonstrated remarkable potential with code generation/completion tasks for hardware design. However, the reliance on such automation introduces critical security risks. Notably, given that LLMs have to be trained on vast datasets of codes that are typically sourced from publicly available repositories, often without thorough validation, LLMs are susceptible to so-called data poisoning or backdoor attacks. Here, attackers inject malicious code for the training data, which can be carried over into the hardware description code (HDL) generated by LLMs. This threat vector can compromise the security and integrity of entire hardware systems. In this work, we propose RTL-Breaker, a novel backdoor attack framework on LLM-based HDL code generation. RTL-Breaker provides an indepth analysis of essential aspects of this novel problem: 1) various trigger mechanisms versus their effectiveness for inserting malicious modifications, and 2) side-effects by backdoor attacks on code generation in general, i.e., impact on code quality. RTL-Breaker emphasizes the urgent need for more robust measures to safeguard against such attacks. Toward that end, we open-source our framework and all data. Likhitha Mankali, Jitendra Bhandari, Manaar Alam, Ramesh Karri, Michail Maniatakos, Ozgur Sinanoglu, Johann Knechtel |
DATE | 2 |
| 2025 | LiCSPA: Lightweight Countermeasure against Static Power Side-Channel AttacksabstractThis paper presents LiCSPA, a novel defense strategy against a critical threat to cryptographic hardware in modern technology nodes: static power side-channel attacks. Our method is based on (1) carefully tuning high-Vth versus low-Vth cell selection as well as driver strengths during synthesis, accounting for both security and timing impact, and (2), at runtime, randomly switching the operation between these cells. By doing so, LiCSPA achieves to significantly obscures data-dependent static power patterns. Our experimental results on a commercial 28nm node show a drastic increase in the effort required for a successful attack, namely up to 96 times more traces. LiCSPA incurs little cost, namely only 6% in area, making it a lightweight and practical defense that excels prior art. Jitendra Bhandari, Mohammed Nabeel Thari Moopan, Likhitha Mankali, Ozgur Sinanoglu, Ramesh Karri, Johann Knechtel |
ISCAS | 1 |
| 2025 | VeriLoC: Line-of-Code Level Prediction of Hardware Design Quality from Verilog CodeabstractModern chip design is complex, and there is a crucial need for early-stage prediction of key design-quality metrics like timing and routing congestion directly from Verilog code (a commonly used programming language for hardware design). It is especially important yet complex to predict individual lines of code that cause timing violations or downstream routing congestion. Prior works have tried approaches like converting Verilog into an intermediate graph representation and using LLM embeddings alongside other features to predict module-level quality, but did not consider line-level quality prediction. We propose VeriLoC, the first method that predicts design quality directly from Verilog at both the line- and module-level. To this end, VeriLoC leverages recent Verilog code-generation LLMs to extract local line-level and module-level embeddings, and trains downstream classifiers/regressors on concatenations of these embeddings. VeriLoC achieves high F1-scores of 0.86-0.95 for line-level congestion and timing prediction, and reduces the mean average percentage error from 14%-18% for SOTA methods down to only 4%. We believe that VeriLoC embeddings and insights from our work will also be of value for other predictive and optimization tasks for complex hardware design. Raghu Vamshi Hemadri, Jitendra Bhandari, Andre Nakkab, Johann Knechtel, Badri P. Gopalan, Ramesh Narayanaswamy, Ramesh Karri, Siddharth Garg |
NeurIPS | 2 |
| 2025 | DEFending Integrated Circuit LayoutsabstractModern integrated circuits (ICs) require a complex, outsourced supply-chain, involving computer-aided design (CAD) tools, expert knowledge, and advanced foundries. This complexity has led to various security threats, such as Trojans inserted by adversaries during outsourcing, but also run-time threats like physical probing. Our proposed design-time solution,DEFense, is an extensible CAD framework for holistic assessment and proactive mitigation of multiple prominent threats. The goal is to prioritize security concerns during the physical design of ICs, alongside traditional power, performance, and area (PPA) objectives.DEFenseutilizes an iterative and modular approach to assess and mitigate various known vulnerabilities in the IC layout, which are targeting on sensitive active devices and wires. It is a flexible and extensible scripting framework without the need for modifications to commercial CAD flows, yet with the same high level of design quality. We have conducted extensive case studies on representative modern IC designs to “DEFend” layouts against Trojan insertion, probing, and crosstalk attacks. We are providing the framework to the community. Jitendra Bhandari, Jayanth Gopinath, Mohammed Ashraf, Johann Knechtel, Ozgur Sinanoglu, Ramesh Karri |
IEEE Trans. Inf. Forensics Secur. | 1 |
| 2025 | ARIANNA: An Automatic Design Flow for Fabric Customization and eFPGA RedactionabstractIn the modern global Integrated Circuit (IC) supply chain, protecting intellectual property (IP) is a complex challenge, and balancing IP loss risk and added cost for theft countermeasures is hard to achieve. Using embedded configurable logic allows designers to completely hide the functionality of selected design portions from parties that do not have access to the configuration string (bitstream). However, the design space of redacted solutions is huge, with tradeoffs between the portions selected for redaction and the configuration of the configurable embedded logic. We propose ARIANNA, a complete flow that aids the designer in all the stages, from selecting the logic to be hidden to tailoring the bespoke fabrics for the configurable logic used to hide it. We present a security evaluation of the considered fabrics and introduce two heuristics for the novel bespoke fabric flow. We evaluate the heuristics against an exhaustive approach. We also evaluate the complete flow using a selection of benchmarks. Results show that using ARIANNA to customize the redaction fabrics yields up to 3.3× lower overheads and 4× higher eFPGA fabric utilization than a one-fits-all fabric as proposed in prior works. Luca Collini, Jitendra Bhandari, Chiara Muscari Tomajoli, Abdul Khader Thalakkattu Moosa, Benjamin Tan 0001, Xifan Tang, Pierre-Emmanuel Gaillardon, Ramesh Karri, Christian Pilato |
ACM Trans. Design Autom. Electr. Syst. | 2 |
| 2024 | ASCENT: Amplifying Power Side-Channel Resilience via Learning & Monte-Carlo Tree SearchabstractPower side-channel (PSC) analysis is pivotal for securing cryptographic hardware. Prior art focused on securing gate-level netlists obtained as-is from chip design automation, neglecting all the complexities and potential side-effects for security arising from the design automation process. That is, automation traditionally prioritizes power, performance, and area (PPA), sidelining security. We propose a "security-first" approach, refining the logic synthesis stage to enhance the overall resilience of PSC countermeasures. We introduce ASCENT, a learning-and-search-based framework that (i) drastically reduces the time for post-design PSC evaluation and (ii) explores the security-vs-PPA design space. Thus, ASCENT enables an efficient exploration of a large number of candidate netlists, leading to an improvement in PSC resilience compared to regular PPA-optimized netlists. ASCENT is up to 120x faster than traditional PSC analysis and yields a 3.11x improvement for PSC resilience of state-of-the-art PSC countermeasures. Jitendra Bhandari, Animesh Basak Chowdhury, Ozgur Sinanoglu, Siddharth Garg, Ramesh Karri, Johann Knechtel |
ICCAD | 1 |
| 2024 | Beware Your Standard Cells! On Their Role in Static Power Side-Channel AttacksabstractStatic or leakage power, which is especially prominent in advanced technology nodes, enables so-called static power side-channel attacks (S-PSCAs). While countermeasures exist, they often incur considerable overheads. Besides, hardware Trojans represent another threat. Although the interplay between static power, down-scaling of technology nodes, and the vulnerability to S-PSCA is already established, an important detail was not covered yet: the role of the components at the heart of this sensitive interplay, the standard cells. Here, we study this intricate relationship for two commercial 28 and 65 nm technologies, using a commercial-grade integrated circuit design setup, and under realistic power consumption, performance, and area (PPA) objectives. Specifically, we study how threshold-voltage (VT) tuning of standard cells impacts the resilience of representative AES and PRESENT cipher hardware, including versions with established countermeasures. Our proposed CAD framework enables a security-versus-PPA-aware design-space exploration. Contrary to the belief that high-performance designs are generally more vulnerable to S-PSCA, we find that timing constraints and the distribution of different VT cells are more pivotal factors. Furthermore, we discover that attackers can deploy highly effective and stealthy S-PSCA-based Trojans, all without any gate overheads or any timing violations. Jitendra Bhandari, Likhitha Mankali, Mohammed Nabeel Thari Moopan, Ozgur Sinanoglu, Ramesh Karri, Johann Knechtel |
IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. | 1 |
| 2023 | Not All Fabrics Are Created Equal: Exploring eFPGA Parameters for IP RedactionabstractSemiconductor design houses rely on third-party foundries to manufacture their integrated circuits (ICs). While this trend allows them to tackle fabrication costs, it introduces security concerns as external (and potentially malicious) parties can access critical parts of the designs and steal or modify the intellectual property (IP). Embedded field-programmable gate array (eFPGA) redaction is a promising technique to protect critical IPs of an ASIC by redacting (i.e., removing) critical parts and mapping them onto a custom reconfigurable fabric. Only trusted parties will receive the correct bitstream to restore the redacted functionality. While previous studies imply that using an eFPGA is a sufficient condition to provide security against IP threats like reverse-engineering, whether this truly holds for all eFPGA architectures is unclear, thus motivating the study in this article. We examine the security of eFPGA fabrics generated by varying different FPGA design parameters. We characterize the power, performance, and area (PPA) characteristics and evaluate each fabric’s resistance to Boolean satisfiability (SAT)-based bitstream recovery. Our results encourage designers to work with custom eFPGA fabrics rather than off-the-shelf commercial FPGAs and reveals that only considering a redaction fabric’s bitstream size is inadequate for gauging security. Jitendra Bhandari, Abdul Khader Thalakkattu Moosa, Benjamin Tan 0001, Christian Pilato, Ganesh Gore, Xifan Tang, Scott Temple, Pierre-Emmanuel Gaillardon, Ramesh Karri |
IEEE Trans. Very Large Scale Integr. Syst. | 1 |
| 2022 | ALICE: an automatic design flow for eFPGA redactionabstractFabricating an integrated circuit is becoming unaffordable for many semiconductor design houses. Outsourcing the fabrication to a third-party foundry requires methods to protect the intellectual property of the hardware designs. Designers can rely on embedded reconfigurable devices to completely hide the real functionality of selected design portions unless the configuration string (bitstream) is provided. However, selecting such portions and creating the corresponding reconfigurable fabrics are still open problems. We propose ALICE, a design flow that addresses the EDA challenges of this problem. ALICE partitions the RTL modules between one or more reconfigurable fabrics and the rest of the circuit, automating the generation of the corresponding redacted design. Chiara Muscari Tomajoli, Luca Collini, Jitendra Bhandari, Abdul Khader Thalakkattu Moosa, Benjamin Tan 0001, Xifan Tang, Pierre-Emmanuel Gaillardon, Ramesh Karri, Christian Pilato |
DAC | 3 |
| 2022 | Benchmarking Security Closure of Physical Layouts: ISPD 2022 ContestabstractComputer-aided design (CAD) tools mainly optimize for power, performance, and area (PPA). However, given a large number of serious hardware-security threats that are emerging, future CAD flows must also incorporate techniques for designing secure integrated circuits (ICs). In fact, the stakes are quite high for IC vendors and design companies, as security risks that are not addressed during design time will inevitably be exploited in the field, where vulnerabilities are almost impossible to fix. However, there is currently little to no experience related to designing secure ICs available within the CAD community. For the very first time, this contest seeks to actively engage with the community to close this gap. The theme of this contest is security closure of physical layouts, that is, hardening the physical layouts at design time against threats that are executed post-design time. More specifically, this contest is focused on selected and seminal threats that, once taken in, are relatively simple to approach and mitigate through means of physical design: Trojan insertion and probing as well as fault injection. Acting as security engineers, contest participants will iteratively and proactively evaluate and fix the vulnerabilities of provided benchmark layouts. Benchmarks and submissions are based on the generic DEF format and related files. Thus, participants are free to use any physical-design tools of their choice, helping us to open up the contest to the community at large. Johann Knechtel, Jayanth Gopinath, Mohammed Ashraf, Jitendra Bhandari, Ozgur Sinanoglu, Ramesh Karri |
ISPD | 4 |
| 2021 | Exploring eFPGA-based Redaction for IP ProtectionabstractRecently, eFPGA-based redaction has been proposed as a promising solution for hiding parts of a digital design from untrusted entities, where legitimate end-users can restore functionality by loading the withheld bitstream after fabrication. However, when deciding which parts of a design to redact, there are a number of practical issues that designers need to consider, including area and timing overheads, as well as security factors. Adapting an open-source FPGA fabric generation flow, we perform a case study to explore the trade-offs when redacting different modules of open-source intellectual property blocks (IPs) and explore how different parts of an eFPGA contribute to the security. We provide new insights into the feasibility and challenges of using eFPGA-based redaction as a security solution. Jitendra Bhandari, Abdul Khader Thalakkattu Moosa, Benjamin Tan 0001, Christian Pilato, Ganesh Gore, Xifan Tang, Scott Temple, Pierre-Emmanuel Gaillardon, Ramesh Karri |
ICCAD | 1 |
| 2021 | Security Closure of Physical Layouts ICCAD Special Session PaperabstractComputer-aided design (CAD) tools traditionally optimize for power, performance, and area (PPA). However, given a vast number of hardware security threats, we call for secure-by-design CAD flows, to adopt principles of secure hardware design and streamline security closure throughout the flow. The stakes are high for integrated circuit (IC) vendors and design companies, as security risks that are not addressed during design will inevitably be exploited in the field, where vulnerabilities are almost impossible to fix. This paper highlights the need for security closure of physical layouts because efforts taken toward securing ICs at higher abstraction layers may be futile without support for securing the tape-out ready layouts. Johann Knechtel, Jayanth Gopinath, Jitendra Bhandari, Mohammed Ashraf, Hussam Amrouch, Shekhar Borkar, Sung Kyu Lim, Ozgur Sinanoglu, Ramesh Karri |
ICCAD | 3 |