Continuing the discussion on patentability of Artificial Neural Networks (ANN), in Part II of his two part guest post, Bharathwaj Ramakrishnan explores the situation in India vis a vis ANNs and application of Section 3(k). Bharathwaj is a student at the Rajiv Gandhi School of Intellectual Property Law, IIT Kharagpur and loves reading books and IP law. His previous posts can be accessed here, here and here.

Part II-Artificial Neural Networks: Are They Mathematical Methods or Computer Programmes, or Does it Even Matter?
By Bharathwaj Ramakrishnan
Section 3(k) and ANN, a Source of Confusion?
In the previous part we saw the technical definition of ANN and also the two cases one from EPO and other from UK Court of Appeal on patentability of ANN. It is only a matter of time that similar questions arise in India. When it does arise in the Indian context, it would involve an interpretation of Section 3(k) of the Patent Act (see this post, which covers and provides links to the extensive discussions on Section 3(k) that has happened in this blog). In the previous part, we saw there are good reasons for classifying ANNs as both mathematical methods and computer programmes. In India, this interpretive issue is further compounded by the existence of a class called algorithms, which is absent in Article 52 of the EPC and Section 1(2) (c) of the UK Patent Act. Thus, in this post, I wish to examine the possible paths available for the Indian courts in understanding ANN in the context of Section 3(k) and show post-Ericsson this classification issue might not be significant if all judicial classes receive per-se treatment. I will rely on two cases, Open TV vs Controller of Patents (see here and here) and Ericsson vs Lava and 2017 CRI guidelines, as they hold the clues as to how ANN might be understood regarding Section 3(k).
CRI Guidelines and ANNs, the Issues of Classification
CRI guidelines 2017 have been a source of interpretation of Section 3(k) for the courts and hence it is a good starting point to see how ANNs might be understood under Section 3(k) (see Ericsson vs Lava where the Delhi High Court has used the CRI guidelines 2017 as a source of definition of terms in Section 3(k); but there have been issues raised regarding the binding nature of these guidelines; see here). CRI guidelines 2017 define Mathematical methods as follows “Mathematical methods like method of calculation, formulation of equations, finding square roots, cube roots and all other similar acts of mental skill are therefore, not patentable. Similarly, mere manipulations of abstract idea or solving purely mathematical problem/equations without specifying a practical application also attract the exclusion under this category.” Algorithms are defined as “a set of rules that must be followed when solving a particular problem.” For computer programmes, the definition provided in the Copyright Act under Section 2 (ffc) has been adopted. Based on the definitions provided in the CRI guidelines, and the technical definition provided in the previous post since the nodes in an ANN perform a series of mathematical operations, they could be classified as mathematical methods. Yet it must also be kept in mind that an ML engineer, when designing ANNs for practical purposes, would implement it on a computer with the help of a software program (Para 16 of Emotional Perception). Thus, these nodes can be virtual entities implemented on a computer and hence it must be clear that nothing is stopping the Indian courts from going the UK route. Likewise, one can also wonder whether an ANN would fall under algorithms. As the CRI guidelines concede (Para 4.4.4), it’s conceptually difficult to distinguish between algorithms and Computer programmes, and Delhi HC in Blackberry vs Controller grappled with such an issue recently. Yet the Court’s understanding that the technical aspect or technical feature of the invention was present in a set of instructions embodying if-then logic is slightly unsatisfactory as computer programmes, too, have if-then logic. But when an ANN is implemented, it must be a software ANN (thus written in code) or a Hardware ANN (“a physical box with electronics in it”, as the UK court put it). Thus, it is unlikely the courts will see them as algorithms as algorithms are a mere series of steps, and an invention incorporating an ANN would be implemented in hardware or software and would not fall under algorithms. Thus, it is safe to conclude that the Indian courts have to follow either the EPO route or the UK route.
Are the Indian Courts Moving Towards an EPO-Style Jurisprudence?
In Open TV vs Controller, the Delhi High Court observed that “The qualifier ‘as such’ thus applies to all categories of excluded inventions, including business methods in both the U.K. and Europe. Thus, the bar is not absolute, and patenting could be permissible if there is something more than the business method itself. However, in India, the phrase ‘per se’ does not qualify business methods.” Even though the reference is here to business methods, this absolute bar also applies to mathematical methods due to how Section 3(k) itself has been drafted. Thus, the Court has recognised that Section 3(k) has a relative bar in the context of computer programmes, meaning that an invention being classified as a computer programme itself would not make it ineligible subject matter. But then it is also reasonable to conclude on a plain reading of Section 3(k), along with the Court’s comparative analysis, that if an invention is classified as a mathematical method or an algorithm, it would mean it is barred by Section 3(k).
Now, In Ericsson vs Lava, the Court made a very interesting observation which deserves to be quoted in full: “An invention that merely incorporates algorithms, sets of instructions, mathematical or business methods within a method or system, and satisfies all the criteria for patentability, is not inherently non-patentable.Therefore, what has to be seen is that if the algorithms are directed at enhancing the functionality of a system or a hardware component, the effect or the functionality derived by the system or the hardware component is a patentable subject matter. However, the algorithm itself is not a patentable subject matter.”
It has already been noted here that there is a lack of clarity regarding the specific test that needs to be applied in Section 3(k) (see here). However, one can see a slight but significant shift in jurisprudence from Open TV to Ericsson. In Open TV, the Court recognised the difference between Article 52 of EPC and Section 3(k) and denied patents to business methods, but the Court in Ericsson made a slight and critical shift. It stated that if the algorithm or a mathematical method is directed at enhancing the functionality of a system or hardware and if the invention merely incorporates an algorithm or a mathematical method, then the inventions would be patentable. To make this shift clearer, the Court in Ericsson gave an example of a thermostat with an algorithm that allows it to adjust room temperature and how such an invention would be patentable. If there were an absolute bar, the fact that the thermostat used an algorithm to help with temperature regulation and the main technical contribution that arose from an algorithm would have barred the patent under section 3(k). Yet post-Ericsson that is not the case. Thus, by judicial interpretation, the Court has extended the relative bar to all the judicial classes of section 3(k) and has adopted an EPO-style reasoning.
What Does This All Mean for ANNs Under Indian Patent Law
The Indian courts have good reasons to classify ANNs as either mathematical methods or computer programmes. Earlier classifying ANNs as a mathematical method might mean that there is an absolute bar, but post-Ericsson, it does not really matter as the Court, by interpretation, has extended a per-se treatment to all judicial classes in section 3(k). So, if ANNs are classified as Mathematical methods, the applicant can always argue that it improves the functionality of the system, and the claim itself is not directed at a mathematical method. Thus, the applicant can always argue that his system claim incorporates an ML system which uses an ANN which is implemented on a computer and written in a particular program and can provide better song recommendation to the user or can detect irregular heartbeats might clear the patentability bar set under Section 3(k).

Very nice and really technical, the observation made, are really useful, for our judiciary to understand and to know how proceed with this type of cases..very nice..and keep it up.
Thank you very much
Very nice, and it is technically explained, this type of cases are relatively new to our judiciary, in this context your observation is like lighting a candle in the darkness.. keep it up..
A nicely written piece. Kudos! Just had one clarification to seek.
You argue that Ericsson marks a shift from Open TV in that the former does not see the bar against patentability of algorithm as absolute, and thereby the Court adopts an EPO style reasoning.
In Ericsson, in para 69, the Court is making a distinction between an invention solely directed to a business method, algorithm etc. and an invention merely incorporating a business method, algorithm. The former, it held, was unpatentable whereas the latter was patentable so long as it resulted in enhanced functionality or some other tangible benefits.
However, in the same Para, the Court is quite clear that the algorithm itself is still not patentable, rather it is the resulting enhanced functionality which would be subject matter of patentable.
Relying on the above, I have two points to make which you are welcome to pushback against.
One, Ericsson is not marking a shift from Open TV. Rather, it is merely clarifying what was held in Open TV, that although an algorithm by itself is not patentable, an invention will not be denied patent merely for relying on an algorithm. The Court will check if the invention is something more than the algorithm. (Mayo Test)
Second, since the Court has itself held that an algorithm is not patentable in Para 69, I don’t understand how you argue that the Court has adopted an EPO-style reasoning.
Greetings Yogesh,
I wish to disagree, with regards to the distinction the court draws between a claim directed slowly towards an algorithm and a claim directed towards an invention incorporating an algorithm. I believe the distinction is moot. The reason I believe it is moot is because most of the claims are not just a business method or an algorithm or a mathematical method. In most cases, the claims will have additional elements which are incidental to the barred subject matter (A good example is the thermostat example the court provides). An applicant can always point out these additional elements in the claim and argue that his claim is not solely directed towards a barred subject matter.
Likewise, when the court says in Open TV that the bar is absolute, my understanding is that if the technical contribution, for example, if my invention is recommending songs and this recommendation is made possible by a Machine learning system. For the sake of argument, if ML systems are barred from patentability, then the whole invention would not be patentable.
My understanding is that Ericsson provides an applicant with this additional opportunity to show the court why his invention can be patentable even though the claim has elements that are barred from being patentable.
The additional opportunity that the court provides is what I believe is the court engaging in EPO-style reasoning.
To illustrate the above point further in the EPO guidelines for examinations with regards to mathematical methods (AI and machine learning fall under mathematical methods in EPO, https://www.epo.org/en/legal/guidelines-epc/2024/g_ii_3_3.html) They require you to show a technical purpose or technical implementation, wherein I as an applicant have to show a technical purpose that is other than efficiency of the system itself or improved performance and also that technical purpose must limit the claim itself. You can also find examples in the guidelines of what might qualify as a technical purpose. Now, even though India does not have such a requirement, this option of showing technical purpose or technical implementation in the context of EPO is very similar to the test laid out in Ericsson (Showing functionality and improvement in hardware). The guidelines also say “The exclusion applies if a claim is directed to a purely abstract mathematical method and the claim does not require any technical means. For instance, a method for performing a Fast Fourier Transform on abstract data which does not specify the use of any technical means is a mathematical method as such.” In the subsequent paragraph, the guidelines state, “If a claim is directed either to a method involving the use of technical means (e.g. a computer) or to a device, its subject matter has a technical character as a whole and is thus not excluded from patentability under Art. 52(2) and (3). This above set of paragraphs, in sum and substance, conveys the same meaning as Ericsson, wherein it draws a distinction between a claim solely directed towards an algorithm and a claim directed towards an invention incorporating an algorithm. Finally, this similarity in understanding is present irrespective of the fact that Article 52 reads way differently than Section 3(k). Hence, I believe that without legislative backing, the court has drifted towards an EPO-style reasoning.
In EPO, even if you clear the bar under Article 52, it does not mean you have survived the technicality analysis, and at the level of inventive step, you can always falter, as was the case with Mitsubishi. Thus it would be accurate to say we have a more liberal position than EPO in the sense that technicality or technical contribution or technical effect is restricted to section 3(k).
I hope this comment addresses the issues you have raised.
As Emotional Perception AI’s instructing patent attorney in the significant matters before the U.K. Supreme Court in UKSC 2024/0131, I feel that this commentary is, unfortunately, lacking. The issues about ANNs allegedly being programs for computers or mathematical methods is “old school” thinking based on a misunderstanding of technology and the law. Things, I feel, are about to change significantly.