Abstract: A method for malware analysis comprising: disassembling executable code to create disassembled instructions; extracting instruction blocks from the disassembled instructions; encoding the instruction blocks to create encoded instruction blocks and generating a first data graph, wherein the first data graph comprises nodes, each node from the first data graph being associated with an encoded instruction block; determining for each node an embedding of the encoded instruction block to create a canonical executable graph; classifying the canonical executable graph into either a benign family or a malicious family; and determining that the executable code is a malware when the canonical executable graph belongs to a malicious family.

Abstract: A method for creating a model to add a code summary to functions of assembly language code, the method including tokenizing an assembly code dataset; inputting the tokenized assembly code dataset to a pre-trained transformer-based model; using an encoder to create fixed length embeddings; and using a decoder on the fixed length embeddings to generate the code summary.

Abstract: A device for removing carbon dioxide from the air has a reaction chamber having closed sidewalls and a removable end wall. There is a removable adsorber unit disposed in the reaction chamber that comprises an adsorbent mixture containing soda lime mixed with activated charcoal, and an air-permeable outer covering surrounding the adsorbent mixture. A louvered bed is disposed above the adsorber unit in the reaction chamber. The louvered bed has openings between angled louvers for directing air above the louvered bed into the removable adsorber unit. Air flowing into the reaction chamber is directed toward the adsorber unit by the louvered bed, so that the air flows between the louvers, through the openings and into the adsorber unit where the carbon dioxide in the air is adsorbed and removed from the atmosphere.

Abstract: A device for removing carbon dioxide from the air has a reaction chamber having closed sidewalls and a removable end wall. There is a removable adsorber unit disposed in the reaction chamber that comprises an adsorbent mixture containing soda lime mixed with activated charcoal, and an air-permeable outer covering surrounding the adsorbent mixture. A louvered bed is disposed above the adsorber unit in the reaction chamber. The louvered bed has openings between angled louvers for directing air above the louvered bed into the removable adsorber unit. Air flowing into the reaction chamber is directed toward the adsorber unit by the louvered bed, so that the air flows between the louvers, through the openings and into the adsorber unit where the carbon dioxide in the air is adsorbed and removed from the atmosphere.